From f373806d2aa8a3a749bbe27fd8369524c600658f Mon Sep 17 00:00:00 2001 From: choinakhyun98 <70629449+choinakhyun98@users.noreply.github.com> Date: Thu, 9 May 2024 14:10:52 +0900 Subject: [PATCH] Add files via upload --- Untitled9.ipynb | 9562 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 9562 insertions(+) create mode 100644 Untitled9.ipynb diff --git a/Untitled9.ipynb b/Untitled9.ipynb new file mode 100644 index 0000000..2a4bab0 --- /dev/null +++ b/Untitled9.ipynb @@ -0,0 +1,9562 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 63, + "id": "91b50093", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import pickle\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from collections import defaultdict, Counter\n", + "\n", + "goal_set = pickle.load(open('synthetic_dataset/goal_set.p', 'rb'))" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "9b1ffcc4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'consult_id': 1059,\n", + " 'disease_tag': 'Central retinal artery or vein occlusion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Spots or clouds in vision': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Symptoms of eye': True,\n", + " 'Pain in eye': True}}},\n", + " {'consult_id': 19510,\n", + " 'disease_tag': 'Degenerative disc disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Low back pain': True,\n", + " 'Neck pain': True,\n", + " 'Hip pain': True,\n", + " 'Ache all over': True}}},\n", + " {'consult_id': 25630,\n", + " 'disease_tag': 'Diabetic retinopathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Foreign body sensation in eye': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 1467,\n", + " 'disease_tag': 'Chronic back pain',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Low back pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True, 'Side pain': True}}},\n", + " {'consult_id': 5780,\n", + " 'disease_tag': 'Air embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist pain': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Shoulder cramps or spasms': True,\n", + " 'Facial pain': True,\n", + " 'Ankle pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 26258,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Skin dryness, peeling, scaliness, or roughness': True}}},\n", + " {'consult_id': 16096,\n", + " 'disease_tag': 'Diaper rash',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diarrhea': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 6580,\n", + " 'disease_tag': 'Air embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Facial pain': True},\n", + " 'implicit_inform_slots': {'Shoulder cramps or spasms': True,\n", + " 'Ankle pain': True,\n", + " 'Wrist pain': True,\n", + " 'Excessive anger': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True,\n", + " 'Fatigue': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 22733,\n", + " 'disease_tag': 'Conversion disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Sweating': True,\n", + " 'Abnormal involuntary movements': True,\n", + " 'Fatigue': True,\n", + " 'Cough': True}}},\n", + " {'consult_id': 17308,\n", + " 'disease_tag': 'Air embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain or soreness of breast': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Shoulder cramps or spasms': True,\n", + " 'Facial pain': True,\n", + " 'Ankle pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Excessive anger': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Knee lump or mass': True,\n", + " 'Fatigue': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 1564,\n", + " 'disease_tag': 'Anxiety',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 29211,\n", + " 'disease_tag': 'Conductive hearing loss',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Plugged feeling in ear': True},\n", + " 'implicit_inform_slots': {'Diminished hearing': True,\n", + " 'Ear pain': True,\n", + " 'Redness in ear': True,\n", + " 'Dizziness': True}}},\n", + " {'consult_id': 26235,\n", + " 'disease_tag': 'Alcohol intoxication',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {'Abusing alcohol': True,\n", + " 'Sharp abdominal pain': True}}},\n", + " {'consult_id': 8094,\n", + " 'disease_tag': 'Conjunctivitis due to allergy',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Lacrimation': True,\n", + " 'Swollen eye': True,\n", + " 'Symptoms of eye': True,\n", + " 'Diminished vision': True,\n", + " 'Cough': True}}},\n", + " {'consult_id': 16427,\n", + " 'disease_tag': 'Conductive hearing loss',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Diminished hearing': True,\n", + " 'Ringing in ear': True,\n", + " 'Swollen or red tonsils': True}}},\n", + " {'consult_id': 16512,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Allergic reaction': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Dizziness': True,\n", + " 'Nausea': True,\n", + " 'Shortness of breath': True}}},\n", + " {'consult_id': 25014,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hot flashes': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 16360,\n", + " 'disease_tag': 'Granuloma inguinale',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal pain': True},\n", + " 'implicit_inform_slots': {'Nausea': True, 'Sharp chest pain': True}}},\n", + " {'consult_id': 15081,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Restlessness': True},\n", + " 'implicit_inform_slots': {'Nausea': True,\n", + " 'Neck stiffness or tightness': True}}},\n", + " {'consult_id': 15386,\n", + " 'disease_tag': 'Corneal disorder',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Eye redness': True,\n", + " 'Symptoms of eye': True,\n", + " 'White discharge from eye': True,\n", + " 'Swollen eye': True}}},\n", + " {'consult_id': 18363,\n", + " 'disease_tag': 'Encephalitis',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Disturbance of memory': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True, 'Seizures': True}}},\n", + " {'consult_id': 27441,\n", + " 'disease_tag': 'Eczema',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Allergic reaction': True}}},\n", + " {'consult_id': 9641,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Arm stiffness or tightness': True},\n", + " 'implicit_inform_slots': {'Cramps and spasms': True}}},\n", + " {'consult_id': 27768,\n", + " 'disease_tag': 'Actinic keratosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin growth': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Skin lesion': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Skin swelling': True,\n", + " 'Itching of skin': True}}},\n", + " {'consult_id': 21778,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hot flashes': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 18706,\n", + " 'disease_tag': 'Adjustment reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Depression': True,\n", + " 'Excessive anger': True,\n", + " 'Insomnia': True}}},\n", + " {'consult_id': 7857,\n", + " 'disease_tag': 'Drug abuse cocaine',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abusing alcohol': True},\n", + " 'implicit_inform_slots': {'Drug abuse': True}}},\n", + " {'consult_id': 29589,\n", + " 'disease_tag': 'Chondromalacia of the patella',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Knee pain': True,\n", + " 'Problems with movement': True,\n", + " 'Knee weakness': True}}},\n", + " {'consult_id': 15191,\n", + " 'disease_tag': 'Chalazion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Mass on eyelid': True,\n", + " 'Swollen eye': True,\n", + " 'Eyelid swelling': True,\n", + " 'Eyelid lesion or rash': True,\n", + " 'Itchiness of eye': True}}},\n", + " {'consult_id': 22535,\n", + " 'disease_tag': 'Central retinal artery or vein occlusion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Blindness': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Symptoms of eye': True}}},\n", + " {'consult_id': 6047,\n", + " 'disease_tag': 'Alzheimer disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Disturbance of memory': True}}},\n", + " {'consult_id': 20116,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp abdominal pain': True},\n", + " 'implicit_inform_slots': {'Heavy menstrual flow': True}}},\n", + " {'consult_id': 26439,\n", + " 'disease_tag': 'Acariasis',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Skin rash': True, 'Swelling of scrotum': True}}},\n", + " {'consult_id': 11928,\n", + " 'disease_tag': 'Epidural hemorrhage',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 20634,\n", + " 'disease_tag': 'Guillain Barre syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hand or finger pain': True},\n", + " 'implicit_inform_slots': {'Leg pain': True,\n", + " 'Loss of sensation': True,\n", + " 'Ache all over': True,\n", + " 'Dizziness': True}}},\n", + " {'consult_id': 3590,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Retention of urine': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True, 'Weakness': True}}},\n", + " {'consult_id': 3726,\n", + " 'disease_tag': 'Cerebral edema',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck pain': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Vomiting': True,\n", + " 'Loss of sensation': True}}},\n", + " {'consult_id': 7899,\n", + " 'disease_tag': 'Corneal disorder',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Double vision': True},\n", + " 'implicit_inform_slots': {'Eye redness': True,\n", + " 'White discharge from eye': True}}},\n", + " {'consult_id': 9125,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Lip swelling': True,\n", + " 'Shortness of breath': True,\n", + " 'Throat swelling': True}}},\n", + " {'consult_id': 16230,\n", + " 'disease_tag': 'Diabetic peripheral neuropathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Foot or toe pain': True},\n", + " 'implicit_inform_slots': {'Skin lesion': True}}},\n", + " {'consult_id': 27079,\n", + " 'disease_tag': 'Cushing syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weight gain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 7995,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {'Itching of skin': True, 'Skin lesion': True}}},\n", + " {'consult_id': 21990,\n", + " 'disease_tag': 'Eczema',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Warts': True},\n", + " 'implicit_inform_slots': {'Itching of skin': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Cough': True}}},\n", + " {'consult_id': 12775,\n", + " 'disease_tag': 'Epididymitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in testicles': True},\n", + " 'implicit_inform_slots': {'Swelling of scrotum': True,\n", + " 'Groin pain': True,\n", + " 'Side pain': True,\n", + " 'Painful urination': True}}},\n", + " {'consult_id': 86,\n", + " 'disease_tag': 'Chickenpox',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fever': True},\n", + " 'implicit_inform_slots': {'Skin rash': True, 'Skin lesion': True}}},\n", + " {'consult_id': 19263,\n", + " 'disease_tag': 'Flat feet',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin swelling': True},\n", + " 'implicit_inform_slots': {'Knee pain': True}}},\n", + " {'consult_id': 19699,\n", + " 'disease_tag': 'Dissociative disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 19386,\n", + " 'disease_tag': 'Chickenpox',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Itching of skin': True}}},\n", + " {'consult_id': 23606,\n", + " 'disease_tag': 'Chondromalacia of the patella',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {'Knee weakness': True,\n", + " 'Elbow pain': True,\n", + " 'Bones are painful': True}}},\n", + " {'consult_id': 14382,\n", + " 'disease_tag': 'Cerebral edema',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Neck pain': True,\n", + " 'Diminished vision': True,\n", + " 'Loss of sensation': True,\n", + " 'Nausea': True}}},\n", + " {'consult_id': 14328,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Intermenstrual bleeding': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True}}},\n", + " {'consult_id': 27516,\n", + " 'disease_tag': 'Decubitus ulcer',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 17279,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {'Problems with movement': True,\n", + " 'Muscle weakness': True,\n", + " 'Leg cramps or spasms': True}}},\n", + " {'consult_id': 1769,\n", + " 'disease_tag': 'Adjustment reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Excessive anger': True}}},\n", + " {'consult_id': 20111,\n", + " 'disease_tag': 'Chronic back pain',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Leg pain': True, 'Hip pain': True}}},\n", + " {'consult_id': 19480,\n", + " 'disease_tag': 'Endometrial hyperplasia',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pelvic pain': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True,\n", + " 'Unpredictable menstruation': True,\n", + " 'Involuntary urination': True,\n", + " 'Vaginal discharge': True}}},\n", + " {'consult_id': 28758,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fainting': True},\n", + " 'implicit_inform_slots': {'Headache': True, 'Nausea': True}}},\n", + " {'consult_id': 7769,\n", + " 'disease_tag': 'Chagas disease',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive anger': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 5013,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hand or finger pain': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Wrist pain': True,\n", + " 'Neck pain': True}}},\n", + " {'consult_id': 26904,\n", + " 'disease_tag': 'Endometrial hyperplasia',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Involuntary urination': True},\n", + " 'implicit_inform_slots': {'Unpredictable menstruation': True}}},\n", + " {'consult_id': 19940,\n", + " 'disease_tag': 'Dissociative disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True,\n", + " 'Anxiety and nervousness': True,\n", + " 'Excessive anger': True}}},\n", + " {'consult_id': 3996,\n", + " 'disease_tag': 'Diabetes insipidus',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cough': True},\n", + " 'implicit_inform_slots': {'Difficulty in swallowing': True,\n", + " 'Dizziness': True}}},\n", + " {'consult_id': 12006,\n", + " 'disease_tag': 'Chronic pain disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Low back pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Leg pain': True,\n", + " 'Headache': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Shoulder pain': True}}},\n", + " {'consult_id': 6762,\n", + " 'disease_tag': 'Fracture of the pelvis',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hip pain': True},\n", + " 'implicit_inform_slots': {'Groin pain': True, 'Ache all over': True}}},\n", + " {'consult_id': 2874,\n", + " 'disease_tag': 'Concussion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Facial pain': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Dizziness': True,\n", + " 'Nausea': True}}},\n", + " {'consult_id': 9180,\n", + " 'disease_tag': 'Gonorrhea',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp abdominal pain': True},\n", + " 'implicit_inform_slots': {'Penile discharge': True}}},\n", + " {'consult_id': 18054,\n", + " 'disease_tag': 'Gout',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist swelling': True},\n", + " 'implicit_inform_slots': {'Foot or toe pain': True,\n", + " 'Foot or toe swelling': True,\n", + " 'Ankle pain': True}}},\n", + " {'consult_id': 12207,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Delusions or hallucinations': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True,\n", + " 'Disturbance of memory': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 17117,\n", + " 'disease_tag': 'Chancroid',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder cramps or spasms': True},\n", + " 'implicit_inform_slots': {'Ankle pain': True,\n", + " 'Pain or soreness of breast': True}}},\n", + " {'consult_id': 20286,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Congestion in chest': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Anxiety and nervousness': True,\n", + " 'Fever': True,\n", + " 'Weakness': True}}},\n", + " {'consult_id': 13025,\n", + " 'disease_tag': 'Conductive hearing loss',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished hearing': True},\n", + " 'implicit_inform_slots': {'Ear pain': True,\n", + " 'Redness in ear': True,\n", + " 'Ringing in ear': True,\n", + " 'Difficulty speaking': True}}},\n", + " {'consult_id': 21650,\n", + " 'disease_tag': 'Cystitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lower abdominal pain': True},\n", + " 'implicit_inform_slots': {'Blood in urine': True, 'Back pain': True}}},\n", + " {'consult_id': 1749,\n", + " 'disease_tag': 'Flat feet',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Foot or toe pain': True},\n", + " 'implicit_inform_slots': {'Knee pain': True,\n", + " 'Cramps and spasms': True,\n", + " 'Symptoms of eye': True,\n", + " 'Weight gain': True}}},\n", + " {'consult_id': 791,\n", + " 'disease_tag': 'Complex regional pain syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Hand or finger pain': True,\n", + " 'Low back pain': True}}},\n", + " {'consult_id': 24033,\n", + " 'disease_tag': 'Encephalitis',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg weakness': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Loss of sensation': True,\n", + " 'Seizures': True,\n", + " 'Dizziness': True,\n", + " 'Leg pain': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 10394,\n", + " 'disease_tag': 'Encephalitis',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Leg pain': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 23176,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Abnormal appearing skin': True}}},\n", + " {'consult_id': 26863,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lower abdominal pain': True},\n", + " 'implicit_inform_slots': {'Pelvic pain': True,\n", + " 'Sharp abdominal pain': True}}},\n", + " {'consult_id': 11005,\n", + " 'disease_tag': 'Essential tremor',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal involuntary movements': True},\n", + " 'implicit_inform_slots': {'Problems with movement': True}}},\n", + " {'consult_id': 9671,\n", + " 'disease_tag': 'Drug abuse cocaine',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp chest pain': True},\n", + " 'implicit_inform_slots': {'Drug abuse': True,\n", + " 'Abusing alcohol': True,\n", + " 'Depressive or psychotic symptoms': True}}},\n", + " {'consult_id': 11134,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Skin rash': True}}},\n", + " {'consult_id': 15276,\n", + " 'disease_tag': 'Diaper rash',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Diarrhea': True,\n", + " 'Skin rash': True,\n", + " 'Irritable infant': True}}},\n", + " {'consult_id': 16094,\n", + " 'disease_tag': 'Adjustment reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True,\n", + " 'Hostile behavior': True}}},\n", + " {'consult_id': 6624,\n", + " 'disease_tag': 'Gonorrhea',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Penile discharge': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 6097,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp chest pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 16311,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weakness': True},\n", + " 'implicit_inform_slots': {'Hand or finger weakness': True}}},\n", + " {'consult_id': 339,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fever': True},\n", + " 'implicit_inform_slots': {'Weakness': True,\n", + " 'Abnormal appearing skin': True}}},\n", + " {'consult_id': 16364,\n", + " 'disease_tag': 'Actinic keratosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Skin moles': True}}},\n", + " {'consult_id': 19563,\n", + " 'disease_tag': 'Gas gangrene',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist pain': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Knee lump or mass': True,\n", + " 'Pain in eye': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 4346,\n", + " 'disease_tag': 'Cat scratch disease',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Arm lump or mass': True},\n", + " 'implicit_inform_slots': {'Neck swelling': True,\n", + " 'Skin swelling': True,\n", + " 'Groin mass': True,\n", + " 'Skin rash': True,\n", + " 'Loss of sensation': True,\n", + " 'Arm swelling': True,\n", + " 'Headache': True}}},\n", + " {'consult_id': 27942,\n", + " 'disease_tag': 'Fibrocystic breast disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lump or mass of breast': True},\n", + " 'implicit_inform_slots': {'Pain or soreness of breast': True,\n", + " 'Bleeding or discharge from nipple': True}}},\n", + " {'consult_id': 7828,\n", + " 'disease_tag': 'Diabetes insipidus',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cough': True},\n", + " 'implicit_inform_slots': {'Excessive appetite': True,\n", + " 'Difficulty in swallowing': True,\n", + " 'Frequent urination': True,\n", + " 'Dizziness': True}}},\n", + " {'consult_id': 13246,\n", + " 'disease_tag': 'Acariasis',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cross-eyed': True},\n", + " 'implicit_inform_slots': {'Skin rash': True, 'Itching of skin': True}}},\n", + " {'consult_id': 16560,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pelvic pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 19534,\n", + " 'disease_tag': 'Factitious disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Disturbance of memory': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True,\n", + " 'Depression': True,\n", + " 'Paresthesia': True,\n", + " 'Lip swelling': True}}},\n", + " {'consult_id': 120,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder stiffness or tightness': True},\n", + " 'implicit_inform_slots': {'Shoulder pain': True}}},\n", + " {'consult_id': 8868,\n", + " 'disease_tag': 'Carcinoid syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive growth': True},\n", + " 'implicit_inform_slots': {'Vulvar sore': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Itchy eyelid': True}}},\n", + " {'consult_id': 1947,\n", + " 'disease_tag': 'Degenerative disc disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Low back pain': True,\n", + " 'Leg pain': True,\n", + " 'Neck pain': True,\n", + " 'Shoulder pain': True,\n", + " 'Ache all over': True}}},\n", + " {'consult_id': 28436,\n", + " 'disease_tag': 'Chickenpox',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Irritable infant': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Ache all over': True,\n", + " 'Skin lesion': True}}},\n", + " {'consult_id': 5509,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {'Shoulder stiffness or tightness': True,\n", + " 'Ache all over': True}}},\n", + " {'consult_id': 24423,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Symptoms of eye': True},\n", + " 'implicit_inform_slots': {'Lacrimation': True,\n", + " 'Eyelid lesion or rash': True,\n", + " 'Swollen eye': True,\n", + " 'Itchiness of eye': True}}},\n", + " {'consult_id': 14480,\n", + " 'disease_tag': 'Endophthalmitis',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itchiness of eye': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Eye redness': True,\n", + " 'Swollen eye': True,\n", + " 'Painful sinuses': True}}},\n", + " {'consult_id': 8488,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {'Symptoms of the kidneys': True,\n", + " 'Weakness': True,\n", + " 'Abnormal appearing skin': True}}},\n", + " {'consult_id': 29060,\n", + " 'disease_tag': 'Chlamydia',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Penile discharge': True},\n", + " 'implicit_inform_slots': {'Vaginal discharge': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Painful urination': True,\n", + " 'Vaginal itching': True,\n", + " 'Lower abdominal pain': True}}},\n", + " {'consult_id': 20625,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {'Fatigue': True,\n", + " 'Anxiety and nervousness': True,\n", + " 'Symptoms of the kidneys': True,\n", + " 'Feeling hot and cold': True}}},\n", + " {'consult_id': 13768,\n", + " 'disease_tag': 'Eczema',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Abnormal appearing skin': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Cough': True}}},\n", + " {'consult_id': 22417,\n", + " 'disease_tag': 'Eating disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {'Depression': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Decreased appetite': True}}},\n", + " {'consult_id': 21493,\n", + " 'disease_tag': 'Concussion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 15194,\n", + " 'disease_tag': 'Guillain Barre syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg weakness': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Hand or finger pain': True,\n", + " 'Weakness': True,\n", + " 'Problems with movement': True,\n", + " 'Facial pain': True}}},\n", + " {'consult_id': 23450,\n", + " 'disease_tag': 'Corneal disorder',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lacrimation': True},\n", + " 'implicit_inform_slots': {'Eye redness': True}}},\n", + " {'consult_id': 23404,\n", + " 'disease_tag': 'Fluid overload',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cough': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Hand or finger swelling': True}}},\n", + " {'consult_id': 22550,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Intermenstrual bleeding': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True}}},\n", + " {'consult_id': 20582,\n", + " 'disease_tag': 'Fibromyalgia',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Muscle pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True}}},\n", + " {'consult_id': 11716,\n", + " 'disease_tag': 'Alzheimer disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Delusions or hallucinations': True},\n", + " 'implicit_inform_slots': {'Depression': True}}},\n", + " {'consult_id': 18034,\n", + " 'disease_tag': 'Fibromyalgia',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {'Ache all over': True,\n", + " 'Neck pain': True,\n", + " 'Muscle pain': True,\n", + " 'Leg pain': True}}},\n", + " {'consult_id': 5402,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Throat swelling': True},\n", + " 'implicit_inform_slots': {'Skin rash': True, 'Dizziness': True}}},\n", + " {'consult_id': 4711,\n", + " 'disease_tag': 'De Quervain disease',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True,\n", + " 'Hand or finger pain': True}}},\n", + " {'consult_id': 20581,\n", + " 'disease_tag': 'Fracture of the rib',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp chest pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True}}},\n", + " {'consult_id': 7456,\n", + " 'disease_tag': 'Conjunctivitis due to allergy',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Itchiness of eye': True,\n", + " 'Pain in eye': True,\n", + " 'Nasal congestion': True}}},\n", + " {'consult_id': 750,\n", + " 'disease_tag': 'Ganglion cyst',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee swelling': True},\n", + " 'implicit_inform_slots': {'Leg pain': True, 'Wrist lump or mass': True}}},\n", + " {'consult_id': 29975,\n", + " 'disease_tag': 'Dermatitis due to sun exposure',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin moles': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Skin rash': True}}},\n", + " {'consult_id': 28051,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pelvic pain': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True}}},\n", + " {'consult_id': 15254,\n", + " 'disease_tag': 'Flat feet',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Problems with movement': True},\n", + " 'implicit_inform_slots': {'Foot or toe pain': True}}},\n", + " {'consult_id': 25468,\n", + " 'disease_tag': 'Degenerative disc disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Leg pain': True,\n", + " 'Neck pain': True,\n", + " 'Shoulder pain': True,\n", + " 'Arm pain': True}}},\n", + " {'consult_id': 26528,\n", + " 'disease_tag': 'Female infertility of unknown cause',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infertility': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 275,\n", + " 'disease_tag': 'Chronic kidney disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {'Fatigue': True}}},\n", + " {'consult_id': 10852,\n", + " 'disease_tag': 'Gas gangrene',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ankle pain': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Pain in eye': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 6183,\n", + " 'disease_tag': 'Dermatitis due to sun exposure',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {'Skin lesion': True,\n", + " 'Irregular appearing scalp': True,\n", + " 'Skin swelling': True}}},\n", + " {'consult_id': 23318,\n", + " 'disease_tag': 'Cystic Fibrosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cough': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 29262,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Itching of skin': True,\n", + " 'Acne or pimples': True}}},\n", + " {'consult_id': 14475,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Acne or pimples': True},\n", + " 'implicit_inform_slots': {'Skin moles': True}}},\n", + " {'consult_id': 28630,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Acne or pimples': True,\n", + " 'Frequent urination': True,\n", + " 'Ankle pain': True}}},\n", + " {'consult_id': 621,\n", + " 'disease_tag': 'Complex regional pain syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True}}},\n", + " {'consult_id': 18230,\n", + " 'disease_tag': 'Corneal abrasion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lacrimation': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Swollen eye': True,\n", + " 'Diminished vision': True,\n", + " 'Foreign body sensation in eye': True,\n", + " 'Itchiness of eye': True}}},\n", + " {'consult_id': 19696,\n", + " 'disease_tag': 'Flat feet',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ankle pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 15869,\n", + " 'disease_tag': 'Fluid overload',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fluid retention': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Peripheral edema': True}}},\n", + " {'consult_id': 18797,\n", + " 'disease_tag': 'De Quervain disease',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist swelling': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True, 'Shoulder pain': True}}},\n", + " {'consult_id': 880,\n", + " 'disease_tag': 'Diabetic ketoacidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vomiting': True},\n", + " 'implicit_inform_slots': {'Nausea': True, 'Sharp abdominal pain': True}}},\n", + " {'consult_id': 17314,\n", + " 'disease_tag': 'Fracture of the pelvis',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Groin pain': True},\n", + " 'implicit_inform_slots': {'Hip pain': True,\n", + " 'Problems with movement': True,\n", + " 'Delusions or hallucinations': True,\n", + " 'Focal weakness': True}}},\n", + " {'consult_id': 11154,\n", + " 'disease_tag': 'Complex regional pain syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Low back pain': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Foot or toe pain': True,\n", + " 'Paresthesia': True,\n", + " 'Arm pain': True,\n", + " 'Hand or finger pain': True}}},\n", + " {'consult_id': 10795,\n", + " 'disease_tag': 'Corneal disorder',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Spots or clouds in vision': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Symptoms of eye': True,\n", + " 'Foreign body sensation in eye': True,\n", + " 'White discharge from eye': True}}},\n", + " {'consult_id': 6953,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infertility': True},\n", + " 'implicit_inform_slots': {'Pelvic pain': True,\n", + " 'Heavy menstrual flow': True,\n", + " 'Burning abdominal pain': True}}},\n", + " {'consult_id': 29134,\n", + " 'disease_tag': 'Anxiety',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp chest pain': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Depression': True,\n", + " 'Irregular heartbeat': True}}},\n", + " {'consult_id': 11948,\n", + " 'disease_tag': 'Allergy',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin swelling': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Swollen eye': True}}},\n", + " {'consult_id': 28164,\n", + " 'disease_tag': 'Cystitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp abdominal pain': True},\n", + " 'implicit_inform_slots': {'Painful urination': True,\n", + " 'Blood in urine': True}}},\n", + " {'consult_id': 13969,\n", + " 'disease_tag': 'Granuloma inguinale',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Nausea': True},\n", + " 'implicit_inform_slots': {'Sharp chest pain': True,\n", + " 'Groin pain': True,\n", + " 'Vaginal pain': True,\n", + " 'Neck cramps or spasms': True}}},\n", + " {'consult_id': 14715,\n", + " 'disease_tag': 'Carcinoid syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Involuntary urination': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 2474,\n", + " 'disease_tag': 'Diabetic retinopathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lacrimation': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True, 'Pain in eye': True}}},\n", + " {'consult_id': 27217,\n", + " 'disease_tag': 'Endophthalmitis',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Eye redness': True,\n", + " 'Swollen eye': True,\n", + " 'Lacrimation': True}}},\n", + " {'consult_id': 1217,\n", + " 'disease_tag': 'Encephalitis',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True}}},\n", + " {'consult_id': 7130,\n", + " 'disease_tag': 'Corneal disorder',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Symptoms of eye': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True}}},\n", + " {'consult_id': 3402,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Skin lesion': True, 'Allergic reaction': True}}},\n", + " {'consult_id': 14617,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder stiffness or tightness': True},\n", + " 'implicit_inform_slots': {'Shoulder pain': True, 'Ache all over': True}}},\n", + " {'consult_id': 1722,\n", + " 'disease_tag': 'Eczema',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin dryness, peeling, scaliness, or roughness': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Abnormal appearing skin': True,\n", + " 'Cough': True}}},\n", + " {'consult_id': 5518,\n", + " 'disease_tag': 'Granuloma inguinale',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Groin pain': True},\n", + " 'implicit_inform_slots': {'Nausea': True,\n", + " 'Sharp chest pain': True,\n", + " 'Vaginal pain': True}}},\n", + " {'consult_id': 852,\n", + " 'disease_tag': 'Guillain Barre syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg weakness': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Fever': True,\n", + " 'Hand or finger pain': True}}},\n", + " {'consult_id': 16858,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Arm pain': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Paresthesia': True,\n", + " 'Hand or finger weakness': True}}},\n", + " {'consult_id': 23064,\n", + " 'disease_tag': 'Dissociative disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Low self-esteem': True}}},\n", + " {'consult_id': 13618,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Premature ejaculation': True},\n", + " 'implicit_inform_slots': {'Impotence': True, 'Pain in testicles': True}}},\n", + " {'consult_id': 24809,\n", + " 'disease_tag': 'Cystic Fibrosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Feeling ill': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 14703,\n", + " 'disease_tag': 'Concussion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck pain': True},\n", + " 'implicit_inform_slots': {'Headache': True}}},\n", + " {'consult_id': 8096,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Lacrimation': True,\n", + " 'Abnormal movement of eyelid': True,\n", + " 'Eyelid lesion or rash': True}}},\n", + " {'consult_id': 24946,\n", + " 'disease_tag': 'Epidural hemorrhage',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Side pain': True,\n", + " 'Dizziness': True,\n", + " 'Leg pain': True}}},\n", + " {'consult_id': 16546,\n", + " 'disease_tag': 'De Quervain disease',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True,\n", + " 'Wrist swelling': True,\n", + " 'Arm pain': True,\n", + " 'Peripheral edema': True}}},\n", + " {'consult_id': 8741,\n", + " 'disease_tag': 'Diabetic retinopathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lacrimation': True},\n", + " 'implicit_inform_slots': {'Itchiness of eye': True}}},\n", + " {'consult_id': 5732,\n", + " 'disease_tag': 'Cyst of the eyelid',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Symptoms of eye': True},\n", + " 'implicit_inform_slots': {'Mass on eyelid': True, 'Pain in eye': True}}},\n", + " {'consult_id': 19349,\n", + " 'disease_tag': 'Eczema',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Allergic reaction': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True}}},\n", + " {'consult_id': 1282,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Foot or toe lump or mass': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Skin lesion': True,\n", + " 'Itching of skin': True,\n", + " 'Abnormal appearing skin': True}}},\n", + " {'consult_id': 28431,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Elbow pain': True},\n", + " 'implicit_inform_slots': {'Shoulder pain': True,\n", + " 'Shoulder stiffness or tightness': True,\n", + " 'Neck pain': True,\n", + " 'Arm pain': True}}},\n", + " {'consult_id': 6072,\n", + " 'disease_tag': 'Endometrial hyperplasia',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Heavy menstrual flow': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 2761,\n", + " 'disease_tag': 'Chronic pain disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Leg pain': True,\n", + " 'Headache': True,\n", + " 'Sharp abdominal pain': True}}},\n", + " {'consult_id': 2898,\n", + " 'disease_tag': 'Gonorrhea',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal pain': True},\n", + " 'implicit_inform_slots': {'Penile discharge': True,\n", + " 'Vaginal discharge': True,\n", + " 'Vaginal itching': True,\n", + " 'Paresthesia': True}}},\n", + " {'consult_id': 4398,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp abdominal pain': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Dizziness': True,\n", + " 'Retention of urine': True}}},\n", + " {'consult_id': 18272,\n", + " 'disease_tag': 'Diaper rash',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Suprapubic pain': True},\n", + " 'implicit_inform_slots': {'Diarrhea': True,\n", + " 'Fever': True,\n", + " 'Nasal congestion': True}}},\n", + " {'consult_id': 16200,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Itching of skin': True}}},\n", + " {'consult_id': 21464,\n", + " 'disease_tag': 'Cat scratch disease',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck swelling': True},\n", + " 'implicit_inform_slots': {'Skin swelling': True,\n", + " 'Groin mass': True,\n", + " 'Skin rash': True,\n", + " 'Arm swelling': True,\n", + " 'Headache': True}}},\n", + " {'consult_id': 20917,\n", + " 'disease_tag': 'Female infertility of unknown cause',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sex drive': True},\n", + " 'implicit_inform_slots': {'Infertility': True}}},\n", + " {'consult_id': 13034,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Impotence': True},\n", + " 'implicit_inform_slots': {'Loss of sex drive': True}}},\n", + " {'consult_id': 18049,\n", + " 'disease_tag': 'Factitious disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Disturbance of memory': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Paresthesia': True,\n", + " 'Lip swelling': True,\n", + " 'Itchy eyelid': True,\n", + " 'Elbow weakness': True}}},\n", + " {'consult_id': 7136,\n", + " 'disease_tag': 'Erythema multiforme',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Fever': True,\n", + " 'Mouth ulcer': True,\n", + " 'Skin pain': True}}},\n", + " {'consult_id': 2348,\n", + " 'disease_tag': 'Cyst of the eyelid',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Mass on eyelid': True,\n", + " 'Skin growth': True,\n", + " 'Eyelid lesion or rash': True,\n", + " 'Diminished vision': True}}},\n", + " {'consult_id': 29732,\n", + " 'disease_tag': 'Granuloma inguinale',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Groin pain': True},\n", + " 'implicit_inform_slots': {'Nausea': True,\n", + " 'Sharp chest pain': True,\n", + " 'Vaginal pain': True}}},\n", + " {'consult_id': 2983,\n", + " 'disease_tag': 'Dengue fever',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fever': True},\n", + " 'implicit_inform_slots': {'Sore throat': True,\n", + " 'Ankle pain': True,\n", + " 'Knee lump or mass': True}}},\n", + " {'consult_id': 15864,\n", + " 'disease_tag': 'Dengue fever',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain or soreness of breast': True},\n", + " 'implicit_inform_slots': {'Sore throat': True,\n", + " 'Fever': True,\n", + " 'Ankle pain': True,\n", + " 'Wrist pain': True,\n", + " 'Facial pain': True}}},\n", + " {'consult_id': 18869,\n", + " 'disease_tag': 'Eczema',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Allergic reaction': True}}},\n", + " {'consult_id': 18758,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weakness': True},\n", + " 'implicit_inform_slots': {'Problems with movement': True,\n", + " 'Difficulty in swallowing': True,\n", + " 'Hand or finger weakness': True}}},\n", + " {'consult_id': 2929,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Ankle pain': True}}},\n", + " {'consult_id': 7807,\n", + " 'disease_tag': 'Corneal abrasion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Eye redness': True,\n", + " 'Symptoms of eye': True,\n", + " 'Swollen eye': True}}},\n", + " {'consult_id': 13657,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal bleeding after menopause': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 13163,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in testicles': True},\n", + " 'implicit_inform_slots': {'Impotence': True,\n", + " 'Frequent urination': True,\n", + " 'Involuntary urination': True}}},\n", + " {'consult_id': 26592,\n", + " 'disease_tag': 'Cerebral edema',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck pain': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Diminished vision': True,\n", + " 'Nausea': True}}},\n", + " {'consult_id': 13400,\n", + " 'disease_tag': 'Concussion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Dizziness': True, 'Vomiting': True}}},\n", + " {'consult_id': 29518,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal bleeding after menopause': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 13816,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Problems with movement': True}}},\n", + " {'consult_id': 13448,\n", + " 'disease_tag': 'Air embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist pain': True},\n", + " 'implicit_inform_slots': {'Shoulder cramps or spasms': True,\n", + " 'Facial pain': True,\n", + " 'Ankle pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Excessive anger': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True,\n", + " 'Fatigue': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 9969,\n", + " 'disease_tag': 'Fibrocystic breast disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Long menstrual periods': True},\n", + " 'implicit_inform_slots': {'Lump or mass of breast': True}}},\n", + " {'consult_id': 501,\n", + " 'disease_tag': 'Cystic Fibrosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cough': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 9082,\n", + " 'disease_tag': 'Chancroid',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist pain': True},\n", + " 'implicit_inform_slots': {'Ankle pain': True, 'Knee lump or mass': True}}},\n", + " {'consult_id': 11531,\n", + " 'disease_tag': 'Epidural hemorrhage',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Elbow weakness': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True}}},\n", + " {'consult_id': 3327,\n", + " 'disease_tag': 'Eating disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {'Depression': True, 'Weight gain': True}}},\n", + " {'consult_id': 25428,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Spots or clouds in vision': True},\n", + " 'implicit_inform_slots': {'Lacrimation': True,\n", + " 'Pain in eye': True,\n", + " 'Abnormal movement of eyelid': True,\n", + " 'Eyelid lesion or rash': True,\n", + " 'Foreign body sensation in eye': True,\n", + " 'Swollen eye': True,\n", + " 'Itchiness of eye': True}}},\n", + " {'consult_id': 8663,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Skin lesion': True,\n", + " 'Itching of skin': True,\n", + " 'Abnormal appearing skin': True,\n", + " 'Ankle pain': True}}},\n", + " {'consult_id': 4031,\n", + " 'disease_tag': 'Anxiety',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 14652,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {'Ache all over': True}}},\n", + " {'consult_id': 8617,\n", + " 'disease_tag': 'Chronic pain disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Neck pain': True,\n", + " 'Headache': True,\n", + " 'Knee pain': True,\n", + " 'Hip pain': True}}},\n", + " {'consult_id': 12841,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Symptoms of the kidneys': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Anxiety and nervousness': True,\n", + " 'Congestion in chest': True,\n", + " 'Weakness': True}}},\n", + " {'consult_id': 14819,\n", + " 'disease_tag': 'Acute glaucoma',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished vision': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 5469,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 16145,\n", + " 'disease_tag': 'Air embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain or soreness of breast': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Shoulder cramps or spasms': True,\n", + " 'Facial pain': True,\n", + " 'Ankle pain': True,\n", + " 'Wrist pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Knee lump or mass': True,\n", + " 'Fatigue': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 11530,\n", + " 'disease_tag': 'Drug abuse cocaine',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hysterical behavior': True},\n", + " 'implicit_inform_slots': {'Drug abuse': True, 'Sharp chest pain': True}}},\n", + " {'consult_id': 27652,\n", + " 'disease_tag': 'Chronic kidney disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 13115,\n", + " 'disease_tag': 'Dissociative disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Depression': True,\n", + " 'Low self-esteem': True,\n", + " 'Excessive anger': True}}},\n", + " {'consult_id': 29933,\n", + " 'disease_tag': 'Carcinoid syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vulvar sore': True},\n", + " 'implicit_inform_slots': {'Knee lump or mass': True}}},\n", + " {'consult_id': 365,\n", + " 'disease_tag': 'Corneal disorder',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Swollen eye': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Pain in eye': True,\n", + " 'Eye redness': True}}},\n", + " {'consult_id': 10318,\n", + " 'disease_tag': 'Chondromalacia of the patella',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Knee pain': True}}},\n", + " {'consult_id': 13075,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vomiting': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Nausea': True,\n", + " 'Dizziness': True}}},\n", + " {'consult_id': 4549,\n", + " 'disease_tag': 'Female infertility of unknown cause',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infertility': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 9802,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {'Acne or pimples': True}}},\n", + " {'consult_id': 21159,\n", + " 'disease_tag': 'Graves disease',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg cramps or spasms': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 11661,\n", + " 'disease_tag': 'Fracture of the pelvis',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Hip pain': True,\n", + " 'Ache all over': True,\n", + " 'Difficulty speaking': True}}},\n", + " {'consult_id': 26529,\n", + " 'disease_tag': 'Chlamydia',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Penile discharge': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Vaginal pain': True,\n", + " 'Frequent urination': True,\n", + " 'Lower abdominal pain': True}}},\n", + " {'consult_id': 17619,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Nausea': True,\n", + " 'Throat swelling': True}}},\n", + " {'consult_id': 15457,\n", + " 'disease_tag': 'Female infertility of unknown cause',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infertility': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 4024,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infrequent menstruation': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True}}},\n", + " {'consult_id': 27175,\n", + " 'disease_tag': 'Gas gangrene',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive anger': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Facial pain': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 28294,\n", + " 'disease_tag': 'Diabetes insipidus',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Difficulty in swallowing': True},\n", + " 'implicit_inform_slots': {'Cough': True,\n", + " 'Frequent urination': True,\n", + " 'Dizziness': True}}},\n", + " {'consult_id': 7092,\n", + " 'disease_tag': 'Acanthosis nigricans',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Unwanted hair': True},\n", + " 'implicit_inform_slots': {'Weight gain': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Fluid retention': True}}},\n", + " {'consult_id': 2475,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {'Ankle stiffness or tightness': True}}},\n", + " {'consult_id': 9776,\n", + " 'disease_tag': 'Acute stress reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 14400,\n", + " 'disease_tag': 'Aphakia',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Spots or clouds in vision': True}}},\n", + " {'consult_id': 13529,\n", + " 'disease_tag': 'Drug abuse cocaine',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abusing alcohol': True},\n", + " 'implicit_inform_slots': {'Drug abuse': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Excessive anger': True}}},\n", + " {'consult_id': 14953,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vomiting': True},\n", + " 'implicit_inform_slots': {'Nausea': True,\n", + " 'Dizziness': True,\n", + " 'Diarrhea': True,\n", + " 'Frontal headache': True,\n", + " 'Fainting': True}}},\n", + " {'consult_id': 27790,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Allergic reaction': True,\n", + " 'Dizziness': True,\n", + " 'Lip swelling': True,\n", + " 'Headache': True}}},\n", + " {'consult_id': 383,\n", + " 'disease_tag': 'Acute stress reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {'Sharp chest pain': True,\n", + " 'Dizziness': True,\n", + " 'Chest tightness': True}}},\n", + " {'consult_id': 1079,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Difficulty speaking': True},\n", + " 'implicit_inform_slots': {'Weakness': True,\n", + " 'Back pain': True,\n", + " 'Leg cramps or spasms': True}}},\n", + " {'consult_id': 28800,\n", + " 'disease_tag': 'Diabetic ketoacidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Vomiting': True,\n", + " 'Nausea': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Sharp chest pain': True}}},\n", + " {'consult_id': 2318,\n", + " 'disease_tag': 'Fibromyalgia',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Headache': True,\n", + " 'Hip pain': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 3969,\n", + " 'disease_tag': 'Ganglion cyst',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin growth': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True}}},\n", + " {'consult_id': 20934,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Difficulty speaking': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True,\n", + " 'Difficulty in swallowing': True}}},\n", + " {'consult_id': 25915,\n", + " 'disease_tag': 'Endophthalmitis',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished vision': True},\n", + " 'implicit_inform_slots': {'Eye redness': True, 'Swollen eye': True}}},\n", + " {'consult_id': 16825,\n", + " 'disease_tag': 'Aphakia',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True}}},\n", + " {'consult_id': 6193,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Painful menstruation': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Heavy menstrual flow': True,\n", + " 'Burning abdominal pain': True}}},\n", + " {'consult_id': 7503,\n", + " 'disease_tag': 'De Quervain disease',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Peripheral edema': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True,\n", + " 'Arm pain': True,\n", + " 'Hand or finger swelling': True}}},\n", + " {'consult_id': 23722,\n", + " 'disease_tag': 'Drug abuse cocaine',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Drug abuse': True}}},\n", + " {'consult_id': 27511,\n", + " 'disease_tag': 'Cystitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Blood in urine': True},\n", + " 'implicit_inform_slots': {'Retention of urine': True,\n", + " 'Side pain': True,\n", + " 'Symptoms of bladder': True}}},\n", + " {'consult_id': 16375,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Nausea': True}}},\n", + " {'consult_id': 29510,\n", + " 'disease_tag': 'Alcohol intoxication',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Abusing alcohol': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Vomiting': True,\n", + " 'Sharp chest pain': True,\n", + " 'Fainting': True,\n", + " 'Delusions or hallucinations': True}}},\n", + " {'consult_id': 27137,\n", + " 'disease_tag': 'Chondromalacia of the patella',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 3809,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Chills': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Lower abdominal pain': True}}},\n", + " {'consult_id': 29378,\n", + " 'disease_tag': 'Conductive hearing loss',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Plugged feeling in ear': True},\n", + " 'implicit_inform_slots': {'Diminished hearing': True,\n", + " 'Ear pain': True,\n", + " 'Ringing in ear': True,\n", + " 'Dizziness': True}}},\n", + " {'consult_id': 19602,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weakness': True},\n", + " 'implicit_inform_slots': {'Vomiting': True, 'Nausea': True}}},\n", + " {'consult_id': 25571,\n", + " 'disease_tag': 'Chagas disease',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {'Pain during pregnancy': True,\n", + " 'Excessive anger': True,\n", + " 'Joint stiffness or tightness': True}}},\n", + " {'consult_id': 18772,\n", + " 'disease_tag': 'Cyst of the eyelid',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal movement of eyelid': True},\n", + " 'implicit_inform_slots': {'Mass on eyelid': True,\n", + " 'Skin growth': True,\n", + " 'Eyelid lesion or rash': True,\n", + " 'Pain in eye': True,\n", + " 'Symptoms of eye': True,\n", + " 'Diminished vision': True}}},\n", + " {'consult_id': 6522,\n", + " 'disease_tag': 'Anxiety',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Sharp chest pain': True}}},\n", + " {'consult_id': 20668,\n", + " 'disease_tag': 'Chronic pain disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 16285,\n", + " 'disease_tag': 'Fracture of the pelvis',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Groin pain': True},\n", + " 'implicit_inform_slots': {'Hip pain': True,\n", + " 'Side pain': True,\n", + " 'Problems with movement': True,\n", + " 'Knee pain': True}}},\n", + " {'consult_id': 23681,\n", + " 'disease_tag': 'Endophthalmitis',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Painful sinuses': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Eye redness': True,\n", + " 'Swollen eye': True,\n", + " 'Itchiness of eye': True,\n", + " 'Mass on eyelid': True,\n", + " 'Paresthesia': True}}},\n", + " {'consult_id': 4152,\n", + " 'disease_tag': 'Cystic Fibrosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Decreased appetite': True},\n", + " 'implicit_inform_slots': {'Cough': True, 'Hemoptysis': True}}},\n", + " {'consult_id': 2843,\n", + " 'disease_tag': 'Diabetic ketoacidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weakness': True},\n", + " 'implicit_inform_slots': {'Vomiting': True,\n", + " 'Nausea': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Diarrhea': True}}},\n", + " {'consult_id': 1958,\n", + " 'disease_tag': 'Chronic back pain',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Low back pain': True}}},\n", + " {'consult_id': 3615,\n", + " 'disease_tag': 'Encephalitis',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Seizures': True,\n", + " 'Disturbance of memory': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 18787,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal bleeding after menopause': True},\n", + " 'implicit_inform_slots': {'Pelvic pain': True, 'Cramps and spasms': True}}},\n", + " {'consult_id': 13040,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hand or finger weakness': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Hand or finger pain': True,\n", + " 'Paresthesia': True,\n", + " 'Arm pain': True,\n", + " 'Neck pain': True,\n", + " 'Elbow pain': True}}},\n", + " {'consult_id': 21691,\n", + " 'disease_tag': 'Decubitus ulcer',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin on leg or foot looks infected': True},\n", + " 'implicit_inform_slots': {'Skin lesion': True}}},\n", + " {'consult_id': 12331,\n", + " 'disease_tag': 'Chronic back pain',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg weakness': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Low back pain': True,\n", + " 'Neck pain': True}}},\n", + " {'consult_id': 28618,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Acne or pimples': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 15208,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Irregular appearing scalp': True},\n", + " 'implicit_inform_slots': {'Acne or pimples': True,\n", + " 'Skin rash': True,\n", + " 'Abnormal appearing skin': True}}},\n", + " {'consult_id': 4425,\n", + " 'disease_tag': 'Chickenpox',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Cough': True}}},\n", + " {'consult_id': 20779,\n", + " 'disease_tag': 'Eczema',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin dryness, peeling, scaliness, or roughness': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Abnormal appearing skin': True}}},\n", + " {'consult_id': 23794,\n", + " 'disease_tag': 'Diabetic retinopathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Spots or clouds in vision': True,\n", + " 'Lacrimation': True}}},\n", + " {'consult_id': 21612,\n", + " 'disease_tag': 'Cystic Fibrosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Feeling ill': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 8845,\n", + " 'disease_tag': 'Epidural hemorrhage',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Back pain': True, 'Leg pain': True}}},\n", + " {'consult_id': 16868,\n", + " 'disease_tag': 'Chickenpox',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Cough': True, 'Skin lesion': True}}},\n", + " {'consult_id': 16052,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Frequent urination': True},\n", + " 'implicit_inform_slots': {'Impotence': True}}},\n", + " {'consult_id': 11245,\n", + " 'disease_tag': 'Degenerative disc disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ache all over': True},\n", + " 'implicit_inform_slots': {'Back pain': True, 'Paresthesia': True}}},\n", + " {'consult_id': 28213,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Kidney mass': True},\n", + " 'implicit_inform_slots': {'Dizziness': True}}},\n", + " {'consult_id': 12082,\n", + " 'disease_tag': 'Epidural hemorrhage',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Side pain': True, 'Leg pain': True}}},\n", + " {'consult_id': 22491,\n", + " 'disease_tag': 'Cushing syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Decreased heart rate': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 21661,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal involuntary movements': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 20396,\n", + " 'disease_tag': 'Fluid overload',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {'Peripheral edema': True,\n", + " 'Fluid retention': True,\n", + " 'Difficulty breathing': True,\n", + " 'Cough': True}}},\n", + " {'consult_id': 1793,\n", + " 'disease_tag': 'Acanthosis nigricans',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weight gain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 10224,\n", + " 'disease_tag': 'Factitious disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Disturbance of memory': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Paresthesia': True,\n", + " 'Lip swelling': True,\n", + " 'Excessive growth': True}}},\n", + " {'consult_id': 14634,\n", + " 'disease_tag': 'Eating disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True,\n", + " 'Weight gain': True}}},\n", + " {'consult_id': 659,\n", + " 'disease_tag': 'Alzheimer disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hostile behavior': True},\n", + " 'implicit_inform_slots': {'Disturbance of memory': True}}},\n", + " {'consult_id': 17583,\n", + " 'disease_tag': 'Connective tissue disorder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lymphedema': True},\n", + " 'implicit_inform_slots': {'Joint pain': True,\n", + " 'Feeling ill': True,\n", + " 'Ache all over': True,\n", + " 'Arm pain': True}}},\n", + " {'consult_id': 29780,\n", + " 'disease_tag': 'Fracture of the rib',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Bones are painful': True},\n", + " 'implicit_inform_slots': {'Rib pain': True, 'Shortness of breath': True}}},\n", + " {'consult_id': 4364,\n", + " 'disease_tag': 'Fracture of the pelvis',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Difficulty speaking': True},\n", + " 'implicit_inform_slots': {'Hip pain': True,\n", + " 'Back pain': True,\n", + " 'Leg pain': True}}},\n", + " {'consult_id': 24956,\n", + " 'disease_tag': 'Diaper rash',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Cough': True,\n", + " 'Nasal congestion': True,\n", + " 'Irritable infant': True}}},\n", + " {'consult_id': 3175,\n", + " 'disease_tag': 'Fracture of the rib',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {'Rib pain': True,\n", + " 'Sharp chest pain': True,\n", + " 'Side pain': True}}},\n", + " {'consult_id': 3125,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Nausea': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Peripheral edema': True,\n", + " 'Vomiting': True}}},\n", + " {'consult_id': 5331,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin swelling': True},\n", + " 'implicit_inform_slots': {'Acne or pimples': True}}},\n", + " {'consult_id': 16617,\n", + " 'disease_tag': 'Essential tremor',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal involuntary movements': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 5645,\n", + " 'disease_tag': 'Drug abuse cocaine',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Drug abuse': True},\n", + " 'implicit_inform_slots': {'Abusing alcohol': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Delusions or hallucinations': True}}},\n", + " {'consult_id': 28313,\n", + " 'disease_tag': 'Gout',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee swelling': True},\n", + " 'implicit_inform_slots': {'Foot or toe pain': True,\n", + " 'Hand or finger pain': True}}},\n", + " {'consult_id': 22218,\n", + " 'disease_tag': 'Acanthosis nigricans',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infertility': True},\n", + " 'implicit_inform_slots': {'Weight gain': True}}},\n", + " {'consult_id': 18062,\n", + " 'disease_tag': 'De Quervain disease',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist swelling': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True,\n", + " 'Hand or finger pain': True,\n", + " 'Arm pain': True,\n", + " 'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 380,\n", + " 'disease_tag': 'Cystic Fibrosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Feeling ill': True},\n", + " 'implicit_inform_slots': {'Intermenstrual bleeding': True}}},\n", + " {'consult_id': 16669,\n", + " 'disease_tag': 'Adjustment reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {'Depression': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Excessive anger': True,\n", + " 'Low self-esteem': True}}},\n", + " {'consult_id': 1447,\n", + " 'disease_tag': 'Fat embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain or soreness of breast': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Shoulder cramps or spasms': True,\n", + " 'Facial pain': True,\n", + " 'Wrist pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Excessive anger': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Knee lump or mass': True,\n", + " 'Fatigue': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 15261,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder stiffness or tightness': True},\n", + " 'implicit_inform_slots': {'Shoulder pain': True,\n", + " 'Ache all over': True,\n", + " 'Arm pain': True,\n", + " 'Muscle pain': True}}},\n", + " {'consult_id': 3160,\n", + " 'disease_tag': 'Gout',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {'Foot or toe pain': True}}},\n", + " {'consult_id': 18756,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Low back pain': True,\n", + " 'Ache all over': True}}},\n", + " {'consult_id': 9522,\n", + " 'disease_tag': 'Diaper rash',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Suprapubic pain': True},\n", + " 'implicit_inform_slots': {'Diarrhea': True,\n", + " 'Cough': True,\n", + " 'Skin swelling': True}}},\n", + " {'consult_id': 27060,\n", + " 'disease_tag': 'Graves disease',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {'Dizziness': True,\n", + " 'Foot or toe swelling': True}}},\n", + " {'consult_id': 22555,\n", + " 'disease_tag': 'Cerebral edema',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished vision': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Focal weakness': True,\n", + " 'Loss of sensation': True,\n", + " 'Nausea': True,\n", + " 'Problems with movement': True,\n", + " 'Dizziness': True}}},\n", + " {'consult_id': 11338,\n", + " 'disease_tag': 'Guillain Barre syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Fever': True,\n", + " 'Ache all over': True}}},\n", + " {'consult_id': 22268,\n", + " 'disease_tag': 'Complex regional pain syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Neck pain': True,\n", + " 'Abnormal involuntary movements': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 2263,\n", + " 'disease_tag': 'Alcohol intoxication',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abusing alcohol': True},\n", + " 'implicit_inform_slots': {'Depression': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Sharp chest pain': True,\n", + " 'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 26342,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist pain': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Hand or finger pain': True,\n", + " 'Arm pain': True,\n", + " 'Neck pain': True,\n", + " 'Elbow pain': True}}},\n", + " {'consult_id': 9988,\n", + " 'disease_tag': 'Ganglion cyst',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin growth': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 23358,\n", + " 'disease_tag': 'Chalazion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Mass on eyelid': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Eye redness': True,\n", + " 'Diminished vision': True,\n", + " 'Itchiness of eye': True,\n", + " 'Skin growth': True,\n", + " 'Foreign body sensation in eye': True}}},\n", + " {'consult_id': 8080,\n", + " 'disease_tag': 'Eczema',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Irregular appearing scalp': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Warts': True}}},\n", + " {'consult_id': 4551,\n", + " 'disease_tag': 'Diabetic retinopathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Spots or clouds in vision': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True}}},\n", + " {'consult_id': 12753,\n", + " 'disease_tag': 'Acanthosis nigricans',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Warts': True},\n", + " 'implicit_inform_slots': {'Skin lesion': True, 'Apnea': True}}},\n", + " {'consult_id': 19744,\n", + " 'disease_tag': 'Cerebral edema',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Neck pain': True, 'Vomiting': True}}},\n", + " {'consult_id': 23826,\n", + " 'disease_tag': 'Encephalitis',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Problems with movement': True,\n", + " 'Insomnia': True}}},\n", + " {'consult_id': 20852,\n", + " 'disease_tag': 'Acariasis',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Skin rash': True}}},\n", + " {'consult_id': 16870,\n", + " 'disease_tag': 'Fat embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Facial pain': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Shoulder cramps or spasms': True,\n", + " 'Ankle pain': True,\n", + " 'Wrist pain': True,\n", + " 'Excessive anger': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True,\n", + " 'Fatigue': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 8683,\n", + " 'disease_tag': 'Dissociative disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive anger': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True,\n", + " 'Depression': True}}},\n", + " {'consult_id': 12303,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eyelid lesion or rash': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Abnormal movement of eyelid': True,\n", + " 'Eye redness': True,\n", + " 'Spots or clouds in vision': True,\n", + " 'Foreign body sensation in eye': True,\n", + " 'Swollen eye': True}}},\n", + " {'consult_id': 16201,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Retention of urine': True},\n", + " 'implicit_inform_slots': {'Impotence': True}}},\n", + " {'consult_id': 12826,\n", + " 'disease_tag': 'Diabetic peripheral neuropathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Poor circulation': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 10308,\n", + " 'disease_tag': 'Central retinal artery or vein occlusion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Blindness': True}}},\n", + " {'consult_id': 17114,\n", + " 'disease_tag': 'Chronic back pain',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lower body pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Low back pain': True,\n", + " 'Leg pain': True,\n", + " 'Neck pain': True,\n", + " 'Side pain': True}}},\n", + " {'consult_id': 20470,\n", + " 'disease_tag': 'Drug abuse cocaine',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hostile behavior': True},\n", + " 'implicit_inform_slots': {'Drug abuse': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Depression': True,\n", + " 'Sharp chest pain': True}}},\n", + " {'consult_id': 12772,\n", + " 'disease_tag': 'Ganglion cyst',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hand or finger pain': True},\n", + " 'implicit_inform_slots': {'Knee pain': True,\n", + " 'Leg pain': True,\n", + " 'Hand or finger lump or mass': True,\n", + " 'Wrist swelling': True}}},\n", + " {'consult_id': 13661,\n", + " 'disease_tag': 'Diabetes insipidus',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Excessive appetite': True, 'Cough': True}}},\n", + " {'consult_id': 27309,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Intermenstrual bleeding': True},\n", + " 'implicit_inform_slots': {'Pelvic pain': True}}},\n", + " {'consult_id': 8106,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal involuntary movements': True},\n", + " 'implicit_inform_slots': {'Weakness': True,\n", + " 'Problems with movement': True,\n", + " 'Back pain': True,\n", + " 'Difficulty in swallowing': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 7692,\n", + " 'disease_tag': 'Alzheimer disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Disturbance of memory': True}}},\n", + " {'consult_id': 16204,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Low back pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True, 'Hip pain': True}}},\n", + " {'consult_id': 9543,\n", + " 'disease_tag': 'Alzheimer disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Disturbance of memory': True},\n", + " 'implicit_inform_slots': {'Depression': True}}},\n", + " {'consult_id': 736,\n", + " 'disease_tag': 'Carcinoid syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Nailbiting': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 16761,\n", + " 'disease_tag': 'Fibrocystic breast disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lump or mass of breast': True},\n", + " 'implicit_inform_slots': {'Pain or soreness of breast': True}}},\n", + " {'consult_id': 24755,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True}}},\n", + " {'consult_id': 22649,\n", + " 'disease_tag': 'Endophthalmitis',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itchiness of eye': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Eye redness': True,\n", + " 'Swollen eye': True,\n", + " 'Painful sinuses': True}}},\n", + " {'consult_id': 24361,\n", + " 'disease_tag': 'Fat embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {'Shoulder cramps or spasms': True,\n", + " 'Facial pain': True,\n", + " 'Wrist pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Excessive anger': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 28417,\n", + " 'disease_tag': 'Fibromyalgia',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck pain': True},\n", + " 'implicit_inform_slots': {'Ache all over': True,\n", + " 'Leg pain': True,\n", + " 'Headache': True,\n", + " 'Arm pain': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 23837,\n", + " 'disease_tag': 'Epididymitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Swelling of scrotum': True},\n", + " 'implicit_inform_slots': {'Pain in testicles': True,\n", + " 'Side pain': True,\n", + " 'Blood in urine': True}}},\n", + " {'consult_id': 15712,\n", + " 'disease_tag': 'Dermatitis due to sun exposure',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Irregular appearing scalp': True},\n", + " 'implicit_inform_slots': {'Skin moles': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Skin growth': True}}},\n", + " {'consult_id': 1737,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Seizures': True},\n", + " 'implicit_inform_slots': {'Cramps and spasms': True,\n", + " 'Restlessness': True}}},\n", + " {'consult_id': 20599,\n", + " 'disease_tag': 'Essential tremor',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Problems with movement': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True,\n", + " 'Dizziness': True,\n", + " 'Loss of sensation': True}}},\n", + " {'consult_id': 23783,\n", + " 'disease_tag': 'Alzheimer disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Disturbance of memory': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 18068,\n", + " 'disease_tag': 'Endophthalmitis',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Diminished vision': True,\n", + " 'Skin lesion': True}}},\n", + " {'consult_id': 7225,\n", + " 'disease_tag': 'De Quervain disease',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist pain': True},\n", + " 'implicit_inform_slots': {'Hand or finger pain': True,\n", + " 'Shoulder pain': True,\n", + " 'Wrist swelling': True}}},\n", + " {'consult_id': 22114,\n", + " 'disease_tag': 'Acariasis',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Elbow weakness': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Swelling of scrotum': True}}},\n", + " {'consult_id': 15850,\n", + " 'disease_tag': 'Anxiety',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal involuntary movements': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Depression': True,\n", + " 'Headache': True}}},\n", + " {'consult_id': 4223,\n", + " 'disease_tag': 'Fibrocystic breast disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain or soreness of breast': True},\n", + " 'implicit_inform_slots': {'Lump or mass of breast': True}}},\n", + " {'consult_id': 16871,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weakness': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Anxiety and nervousness': True}}},\n", + " {'consult_id': 2353,\n", + " 'disease_tag': 'Dengue fever',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist pain': True},\n", + " 'implicit_inform_slots': {'Sore throat': True,\n", + " 'Fever': True,\n", + " 'Knee lump or mass': True}}},\n", + " {'consult_id': 12408,\n", + " 'disease_tag': 'Chalazion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itchiness of eye': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Eyelid lesion or rash': True}}},\n", + " {'consult_id': 12532,\n", + " 'disease_tag': 'Flat feet',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Foot or toe pain': True},\n", + " 'implicit_inform_slots': {'Symptoms of eye': True, 'Skin growth': True}}},\n", + " {'consult_id': 19885,\n", + " 'disease_tag': 'Fat embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain during pregnancy': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Shoulder cramps or spasms': True,\n", + " 'Facial pain': True,\n", + " 'Ankle pain': True,\n", + " 'Wrist pain': True,\n", + " 'Excessive anger': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True,\n", + " 'Fatigue': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 26661,\n", + " 'disease_tag': 'Cushing syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weight gain': True},\n", + " 'implicit_inform_slots': {'Shoulder pain': True}}},\n", + " {'consult_id': 3665,\n", + " 'disease_tag': 'Fibrocystic breast disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain or soreness of breast': True},\n", + " 'implicit_inform_slots': {'Lump or mass of breast': True,\n", + " 'Bleeding or discharge from nipple': True}}},\n", + " {'consult_id': 19644,\n", + " 'disease_tag': 'Concussion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Nausea': True},\n", + " 'implicit_inform_slots': {'Headache': True, 'Sleepiness': True}}},\n", + " {'consult_id': 14562,\n", + " 'disease_tag': 'Diabetic retinopathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Symptoms of eye': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 24757,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Headache': True,\n", + " 'Abnormal appearing skin': True}}},\n", + " {'consult_id': 25336,\n", + " 'disease_tag': 'Eating disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Decreased appetite': True,\n", + " 'Abusing alcohol': True}}},\n", + " {'consult_id': 7163,\n", + " 'disease_tag': 'Adjustment reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Insomnia': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True,\n", + " 'Anxiety and nervousness': True,\n", + " 'Hostile behavior': True}}},\n", + " {'consult_id': 6532,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Acne or pimples': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Swollen eye': True}}},\n", + " {'consult_id': 15920,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Impotence': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 21276,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hot flashes': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True,\n", + " 'Intermenstrual bleeding': True,\n", + " 'Unpredictable menstruation': True,\n", + " 'Mass on vulva': True}}},\n", + " {'consult_id': 29441,\n", + " 'disease_tag': 'Corneal abrasion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Swollen eye': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True}}},\n", + " {'consult_id': 11936,\n", + " 'disease_tag': 'Conversion disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sore throat': True},\n", + " 'implicit_inform_slots': {'Seizures': True,\n", + " 'Depression': True,\n", + " 'Anxiety and nervousness': True,\n", + " 'Abnormal involuntary movements': True,\n", + " 'Fainting': True}}},\n", + " {'consult_id': 7118,\n", + " 'disease_tag': 'Degenerative disc disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Low back pain': True, 'Leg pain': True}}},\n", + " {'consult_id': 27436,\n", + " 'disease_tag': 'Eating disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {'Depression': True, 'Excessive appetite': True}}},\n", + " {'consult_id': 20217,\n", + " 'disease_tag': 'Aphakia',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Spots or clouds in vision': True,\n", + " 'Eye burns or stings': True}}},\n", + " {'consult_id': 29062,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Itching of skin': True}}},\n", + " {'consult_id': 7762,\n", + " 'disease_tag': 'Eczema',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Cough': True,\n", + " 'Irregular appearing scalp': True}}},\n", + " {'consult_id': 5638,\n", + " 'disease_tag': 'Epididymitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Swelling of scrotum': True},\n", + " 'implicit_inform_slots': {'Pain in testicles': True,\n", + " 'Lower abdominal pain': True,\n", + " 'Blood in urine': True}}},\n", + " {'consult_id': 3305,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hip pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Low back pain': True,\n", + " 'Leg pain': True,\n", + " 'Ache all over': True,\n", + " 'Paresthesia': True}}},\n", + " {'consult_id': 15321,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp abdominal pain': True},\n", + " 'implicit_inform_slots': {'Pelvic pain': True}}},\n", + " {'consult_id': 19774,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lower abdominal pain': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Painful menstruation': True,\n", + " 'Heavy menstrual flow': True,\n", + " 'Infertility': True,\n", + " 'Intermenstrual bleeding': True}}},\n", + " {'consult_id': 4966,\n", + " 'disease_tag': 'Corneal abrasion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Eye redness': True,\n", + " 'Swollen eye': True,\n", + " 'Diminished vision': True,\n", + " 'Lacrimation': True,\n", + " 'Itchiness of eye': True}}},\n", + " {'consult_id': 9435,\n", + " 'disease_tag': 'Guillain Barre syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weakness': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True}}},\n", + " {'consult_id': 24016,\n", + " 'disease_tag': 'Complex regional pain syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Arm pain': True,\n", + " 'Low back pain': True}}},\n", + " {'consult_id': 18206,\n", + " 'disease_tag': 'Corneal disorder',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lacrimation': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Spots or clouds in vision': True}}},\n", + " {'consult_id': 29108,\n", + " 'disease_tag': 'Chondromalacia of the patella',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Joint pain': True},\n", + " 'implicit_inform_slots': {'Knee pain': True,\n", + " 'Leg pain': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 16913,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal bleeding after menopause': True},\n", + " 'implicit_inform_slots': {'Intermenstrual bleeding': True,\n", + " 'Infrequent menstruation': True}}},\n", + " {'consult_id': 2280,\n", + " 'disease_tag': 'Female infertility of unknown cause',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infertility': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 21072,\n", + " 'disease_tag': 'Cyst of the eyelid',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Mass on eyelid': True},\n", + " 'implicit_inform_slots': {'Skin growth': True,\n", + " 'Eyelid lesion or rash': True,\n", + " 'Diminished vision': True,\n", + " 'Abnormal movement of eyelid': True}}},\n", + " {'consult_id': 15358,\n", + " 'disease_tag': 'Corneal disorder',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Foreign body sensation in eye': True},\n", + " 'implicit_inform_slots': {'Symptoms of eye': True}}},\n", + " {'consult_id': 13955,\n", + " 'disease_tag': 'Cystic Fibrosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hemoptysis': True},\n", + " 'implicit_inform_slots': {'Cough': True}}},\n", + " {'consult_id': 4400,\n", + " 'disease_tag': 'Fibromyalgia',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck pain': True},\n", + " 'implicit_inform_slots': {'Muscle pain': True,\n", + " 'Leg pain': True,\n", + " 'Low back pain': True}}},\n", + " {'consult_id': 9655,\n", + " 'disease_tag': 'Factitious disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Disturbance of memory': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Lip swelling': True}}},\n", + " {'consult_id': 12690,\n", + " 'disease_tag': 'Eating disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Depression': True,\n", + " 'Anxiety and nervousness': True,\n", + " 'Decreased appetite': True,\n", + " 'Abusing alcohol': True,\n", + " 'Excessive anger': True}}},\n", + " {'consult_id': 23890,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Acne or pimples': True},\n", + " 'implicit_inform_slots': {'Skin rash': True}}},\n", + " {'consult_id': 16461,\n", + " 'disease_tag': 'Gonorrhea',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Painful urination': True},\n", + " 'implicit_inform_slots': {'Penile discharge': True,\n", + " 'Vaginal discharge': True,\n", + " 'Paresthesia': True,\n", + " 'Itching of skin': True,\n", + " 'Spotting or bleeding during pregnancy': True}}},\n", + " {'consult_id': 13010,\n", + " 'disease_tag': 'Conversion disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fainting': True},\n", + " 'implicit_inform_slots': {'Seizures': True,\n", + " 'Allergic reaction': True,\n", + " 'Weakness': True}}},\n", + " {'consult_id': 19459,\n", + " 'disease_tag': 'Concussion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vomiting': True},\n", + " 'implicit_inform_slots': {'Headache': True, 'Dizziness': True}}},\n", + " {'consult_id': 10731,\n", + " 'disease_tag': 'Fibromyalgia',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Muscle pain': True},\n", + " 'implicit_inform_slots': {'Leg pain': True}}},\n", + " {'consult_id': 19011,\n", + " 'disease_tag': 'Gout',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Foot or toe pain': True},\n", + " 'implicit_inform_slots': {'Knee swelling': True}}},\n", + " {'consult_id': 20072,\n", + " 'disease_tag': 'Aphakia',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished vision': True},\n", + " 'implicit_inform_slots': {'Itchiness of eye': True}}},\n", + " {'consult_id': 28499,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Acne or pimples': True,\n", + " 'Irregular appearing scalp': True}}},\n", + " {'consult_id': 12581,\n", + " 'disease_tag': 'Drug abuse cocaine',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 22564,\n", + " 'disease_tag': 'Complex regional pain syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Leg pain': True,\n", + " 'Paresthesia': True,\n", + " 'Hand or finger pain': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 17852,\n", + " 'disease_tag': 'Cushing syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weight gain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 25477,\n", + " 'disease_tag': 'Alcohol intoxication',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fainting': True},\n", + " 'implicit_inform_slots': {'Abusing alcohol': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Depression': True,\n", + " 'Sharp chest pain': True}}},\n", + " {'consult_id': 23338,\n", + " 'disease_tag': 'Cyst of the eyelid',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin growth': True},\n", + " 'implicit_inform_slots': {'Mass on eyelid': True,\n", + " 'Diminished vision': True}}},\n", + " {'consult_id': 28404,\n", + " 'disease_tag': 'Concussion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Nausea': True},\n", + " 'implicit_inform_slots': {'Headache': True}}},\n", + " {'consult_id': 9199,\n", + " 'disease_tag': 'Decubitus ulcer',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Difficulty speaking': True},\n", + " 'implicit_inform_slots': {'Skin lesion': True}}},\n", + " {'consult_id': 20965,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {'Ache all over': True,\n", + " 'Arm pain': True,\n", + " 'Ankle stiffness or tightness': True}}},\n", + " {'consult_id': 8168,\n", + " 'disease_tag': 'Degenerative disc disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ache all over': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Leg pain': True,\n", + " 'Arm pain': True}}},\n", + " {'consult_id': 13242,\n", + " 'disease_tag': 'Flat feet',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cramps and spasms': True},\n", + " 'implicit_inform_slots': {'Foot or toe pain': True}}},\n", + " {'consult_id': 28937,\n", + " 'disease_tag': 'Acute stress reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Insomnia': True},\n", + " 'implicit_inform_slots': {'Sharp chest pain': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 1398,\n", + " 'disease_tag': 'Eating disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abusing alcohol': True},\n", + " 'implicit_inform_slots': {'Depression': True,\n", + " 'Anxiety and nervousness': True}}},\n", + " {'consult_id': 11066,\n", + " 'disease_tag': 'Corneal abrasion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Eye redness': True}}},\n", + " {'consult_id': 28553,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Fatigue': True,\n", + " 'Congestion in chest': True,\n", + " 'Fever': True,\n", + " 'Weakness': True}}},\n", + " {'consult_id': 24770,\n", + " 'disease_tag': 'Gout',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Joint pain': True},\n", + " 'implicit_inform_slots': {'Foot or toe swelling': True}}},\n", + " {'consult_id': 22699,\n", + " 'disease_tag': 'Granuloma inguinale',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Nausea': True},\n", + " 'implicit_inform_slots': {'Sharp chest pain': True,\n", + " 'Groin pain': True,\n", + " 'Vaginal pain': True,\n", + " 'Excessive growth': True}}},\n", + " {'consult_id': 7528,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Intermenstrual bleeding': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True}}},\n", + " {'consult_id': 678,\n", + " 'disease_tag': 'Actinic keratosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin dryness, peeling, scaliness, or roughness': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Symptoms of the face': True}}},\n", + " {'consult_id': 2451,\n", + " 'disease_tag': 'Cystitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Suprapubic pain': True},\n", + " 'implicit_inform_slots': {'Painful urination': True,\n", + " 'Blood in urine': True,\n", + " 'Sharp abdominal pain': True}}},\n", + " {'consult_id': 24204,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder stiffness or tightness': True},\n", + " 'implicit_inform_slots': {'Shoulder pain': True,\n", + " 'Ache all over': True,\n", + " 'Stiffness all over': True}}},\n", + " {'consult_id': 8567,\n", + " 'disease_tag': 'Factitious disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Paresthesia': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True}}},\n", + " {'consult_id': 6162,\n", + " 'disease_tag': 'Cystic Fibrosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Feeling ill': True},\n", + " 'implicit_inform_slots': {'Cough': True}}},\n", + " {'consult_id': 2389,\n", + " 'disease_tag': 'Flat feet',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 14244,\n", + " 'disease_tag': 'Conversion disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Allergic reaction': True},\n", + " 'implicit_inform_slots': {'Sweating': True}}},\n", + " {'consult_id': 7276,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infrequent menstruation': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 21375,\n", + " 'disease_tag': 'Alcohol intoxication',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal involuntary movements': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True,\n", + " 'Sharp chest pain': True}}},\n", + " {'consult_id': 13794,\n", + " 'disease_tag': 'Fibromyalgia',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Neck pain': True,\n", + " 'Leg pain': True,\n", + " 'Headache': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 20642,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg weakness': True},\n", + " 'implicit_inform_slots': {'Difficulty speaking': True,\n", + " 'Problems with movement': True,\n", + " 'Hand or finger weakness': True,\n", + " 'Leg cramps or spasms': True}}},\n", + " {'consult_id': 8872,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Difficulty speaking': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 12970,\n", + " 'disease_tag': 'Chondromalacia of the patella',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 8458,\n", + " 'disease_tag': 'Cystitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Blood in urine': True},\n", + " 'implicit_inform_slots': {'Painful urination': True,\n", + " 'Suprapubic pain': True}}},\n", + " {'consult_id': 7227,\n", + " 'disease_tag': 'Chronic kidney disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Peripheral edema': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 24965,\n", + " 'disease_tag': 'Fluid overload',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {'Peripheral edema': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Fluid retention': True,\n", + " 'Nausea': True,\n", + " 'Difficulty breathing': True}}},\n", + " {'consult_id': 989,\n", + " 'disease_tag': 'Epidural hemorrhage',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Side pain': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True}}},\n", + " {'consult_id': 19425,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 21265,\n", + " 'disease_tag': 'Fibromyalgia',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Neck pain': True,\n", + " 'Shoulder pain': True}}},\n", + " {'consult_id': 16322,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Restlessness': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True}}},\n", + " {'consult_id': 628,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist pain': True},\n", + " 'implicit_inform_slots': {'Arm pain': True}}},\n", + " {'consult_id': 1455,\n", + " 'disease_tag': 'Chronic kidney disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 21594,\n", + " 'disease_tag': 'Ganglion cyst',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {'Wrist lump or mass': True,\n", + " 'Hand or finger lump or mass': True}}},\n", + " {'consult_id': 17183,\n", + " 'disease_tag': 'Chronic kidney disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 29099,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Nausea': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True,\n", + " 'Seizures': True,\n", + " 'Disturbance of memory': True}}},\n", + " {'consult_id': 443,\n", + " 'disease_tag': 'Fat embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee lump or mass': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Facial pain': True,\n", + " 'Ankle pain': True,\n", + " 'Wrist pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Excessive anger': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Fatigue': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 14387,\n", + " 'disease_tag': 'Dissociative disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Low self-esteem': True}}},\n", + " {'consult_id': 7252,\n", + " 'disease_tag': 'Chronic back pain',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Low back pain': True, 'Leg pain': True}}},\n", + " {'consult_id': 24514,\n", + " 'disease_tag': 'Cushing syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Decreased heart rate': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 22913,\n", + " 'disease_tag': 'Decubitus ulcer',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 26877,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 27857,\n", + " 'disease_tag': 'Chronic kidney disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {'Peripheral edema': True}}},\n", + " {'consult_id': 4993,\n", + " 'disease_tag': 'Erythema multiforme',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Fluid retention': True,\n", + " 'Allergic reaction': True}}},\n", + " {'consult_id': 2161,\n", + " 'disease_tag': 'Epidural hemorrhage',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True}}},\n", + " {'consult_id': 17917,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Elbow cramps or spasms': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Nausea': True,\n", + " 'Vomiting': True,\n", + " 'Fainting': True}}},\n", + " {'consult_id': 1185,\n", + " 'disease_tag': 'Ganglion cyst',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin growth': True},\n", + " 'implicit_inform_slots': {'Knee pain': True,\n", + " 'Leg pain': True,\n", + " 'Wrist pain': True,\n", + " 'Wrist lump or mass': True,\n", + " 'Hand or finger pain': True,\n", + " 'Knee lump or mass': True}}},\n", + " {'consult_id': 14290,\n", + " 'disease_tag': 'Dissociative disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {'Depression': True,\n", + " 'Low self-esteem': True,\n", + " 'Excessive anger': True}}},\n", + " {'consult_id': 12491,\n", + " 'disease_tag': 'Central retinal artery or vein occlusion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Elbow pain': True},\n", + " 'implicit_inform_slots': {'Spots or clouds in vision': True,\n", + " 'Symptoms of eye': True}}},\n", + " {'consult_id': 23391,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Unpredictable menstruation': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True}}},\n", + " {'consult_id': 7262,\n", + " 'disease_tag': 'Erythema multiforme',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Difficulty in swallowing': True},\n", + " 'implicit_inform_slots': {'Skin rash': True, 'Fever': True}}},\n", + " {'consult_id': 12418,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Spots or clouds in vision': True},\n", + " 'implicit_inform_slots': {'Lacrimation': True,\n", + " 'Pain in eye': True,\n", + " 'Symptoms of eye': True,\n", + " 'Swollen eye': True}}},\n", + " {'consult_id': 8398,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pelvic pain': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Lower abdominal pain': True}}},\n", + " {'consult_id': 15822,\n", + " 'disease_tag': 'Aphakia',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True, 'Pain in eye': True}}},\n", + " {'consult_id': 8300,\n", + " 'disease_tag': 'Chlamydia',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Penile discharge': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Vaginal pain': True,\n", + " 'Itching of skin': True,\n", + " 'Frequent urination': True}}},\n", + " {'consult_id': 21812,\n", + " 'disease_tag': 'Corneal abrasion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True}}},\n", + " {'consult_id': 4571,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Itching of skin': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True}}},\n", + " {'consult_id': 28381,\n", + " 'disease_tag': 'Chronic kidney disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Symptoms of the kidneys': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 7766,\n", + " 'disease_tag': 'Encephalitis',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True, 'Leg pain': True}}},\n", + " {'consult_id': 6007,\n", + " 'disease_tag': 'Cyst of the eyelid',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Mass on eyelid': True},\n", + " 'implicit_inform_slots': {'Eyelid lesion or rash': True,\n", + " 'Pain in eye': True,\n", + " 'Symptoms of eye': True,\n", + " 'Diminished vision': True}}},\n", + " {'consult_id': 11899,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Retention of urine': True},\n", + " 'implicit_inform_slots': {'Symptoms of prostate': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 3332,\n", + " 'disease_tag': 'Chlamydia',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Penile discharge': True},\n", + " 'implicit_inform_slots': {'Vaginal discharge': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Itching of skin': True,\n", + " 'Penis pain': True}}},\n", + " {'consult_id': 23010,\n", + " 'disease_tag': 'Endometrial hyperplasia',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal bleeding after menopause': True},\n", + " 'implicit_inform_slots': {'Heavy menstrual flow': True,\n", + " 'Vaginal discharge': True}}},\n", + " {'consult_id': 1869,\n", + " 'disease_tag': 'Decubitus ulcer',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 16236,\n", + " 'disease_tag': 'Conductive hearing loss',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lack of growth': True},\n", + " 'implicit_inform_slots': {'Diminished hearing': True, 'Ear pain': True}}},\n", + " {'consult_id': 253,\n", + " 'disease_tag': 'Dengue fever',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive anger': True},\n", + " 'implicit_inform_slots': {'Sore throat': True,\n", + " 'Fever': True,\n", + " 'Ankle pain': True,\n", + " 'Pain or soreness of breast': True}}},\n", + " {'consult_id': 18802,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {'Dizziness': True,\n", + " 'Nausea': True,\n", + " 'Peripheral edema': True}}},\n", + " {'consult_id': 23260,\n", + " 'disease_tag': 'Anxiety',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {'Headache': True, 'Fears and phobias': True}}},\n", + " {'consult_id': 4508,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 8951,\n", + " 'disease_tag': 'Allergy',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Allergic reaction': True},\n", + " 'implicit_inform_slots': {'Skin rash': True, 'Itching of skin': True}}},\n", + " {'consult_id': 15113,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin swelling': True},\n", + " 'implicit_inform_slots': {'Acne or pimples': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True}}},\n", + " {'consult_id': 11427,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Acne or pimples': True},\n", + " 'implicit_inform_slots': {'Too little hair': True}}},\n", + " {'consult_id': 29554,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 15145,\n", + " 'disease_tag': 'Acute stress reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Insomnia': True},\n", + " 'implicit_inform_slots': {'Sharp chest pain': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 16945,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist swelling': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Hand or finger pain': True,\n", + " 'Wrist pain': True,\n", + " 'Arm pain': True,\n", + " 'Hand or finger stiffness or tightness': True}}},\n", + " {'consult_id': 4293,\n", + " 'disease_tag': 'Anxiety',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp chest pain': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Insomnia': True}}},\n", + " {'consult_id': 24840,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'White discharge from eye': True},\n", + " 'implicit_inform_slots': {'Lacrimation': True,\n", + " 'Pain in eye': True,\n", + " 'Abnormal movement of eyelid': True,\n", + " 'Foreign body sensation in eye': True}}},\n", + " {'consult_id': 9280,\n", + " 'disease_tag': 'Fat embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive anger': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Shoulder cramps or spasms': True,\n", + " 'Facial pain': True,\n", + " 'Ankle pain': True,\n", + " 'Wrist pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True,\n", + " 'Fatigue': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 23129,\n", + " 'disease_tag': 'Central retinal artery or vein occlusion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Elbow pain': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Spots or clouds in vision': True,\n", + " 'Symptoms of eye': True}}},\n", + " {'consult_id': 25666,\n", + " 'disease_tag': 'Diabetic retinopathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Spots or clouds in vision': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True}}},\n", + " {'consult_id': 4758,\n", + " 'disease_tag': 'Fracture of the rib',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Rib pain': True, 'Sharp chest pain': True}}},\n", + " {'consult_id': 26332,\n", + " 'disease_tag': 'Female infertility of unknown cause',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Unpredictable menstruation': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 17858,\n", + " 'disease_tag': 'Fibrocystic breast disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain or soreness of breast': True},\n", + " 'implicit_inform_slots': {'Lump or mass of breast': True,\n", + " 'Bleeding or discharge from nipple': True}}},\n", + " {'consult_id': 26173,\n", + " 'disease_tag': 'Acute stress reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Depression': True, 'Dizziness': True}}},\n", + " {'consult_id': 17422,\n", + " 'disease_tag': 'Alzheimer disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Irregular appearing scalp': True},\n", + " 'implicit_inform_slots': {'Disturbance of memory': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Hostile behavior': True}}},\n", + " {'consult_id': 15488,\n", + " 'disease_tag': 'Dengue fever',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fever': True},\n", + " 'implicit_inform_slots': {'Sore throat': True,\n", + " 'Ankle pain': True,\n", + " 'Wrist pain': True}}},\n", + " {'consult_id': 16053,\n", + " 'disease_tag': 'Chagas disease',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive anger': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True}}},\n", + " {'consult_id': 15573,\n", + " 'disease_tag': 'Gonorrhea',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal itching': True},\n", + " 'implicit_inform_slots': {'Penis redness': True}}},\n", + " {'consult_id': 25179,\n", + " 'disease_tag': 'Eating disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abusing alcohol': True},\n", + " 'implicit_inform_slots': {'Weight gain': True}}},\n", + " {'consult_id': 11281,\n", + " 'disease_tag': 'Chagas disease',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Joint stiffness or tightness': True},\n", + " 'implicit_inform_slots': {'Shoulder cramps or spasms': True,\n", + " 'Facial pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 12948,\n", + " 'disease_tag': 'Cat scratch disease',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Neck swelling': True,\n", + " 'Skin swelling': True,\n", + " 'Loss of sensation': True,\n", + " 'Arm swelling': True,\n", + " 'Skin lesion': True,\n", + " 'Swollen eye': True,\n", + " 'Arm lump or mass': True}}},\n", + " {'consult_id': 17146,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {'Ankle stiffness or tightness': True}}},\n", + " {'consult_id': 10090,\n", + " 'disease_tag': 'Epidural hemorrhage',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Side pain': True, 'Leg pain': True}}},\n", + " {'consult_id': 16855,\n", + " 'disease_tag': 'Endometrial hyperplasia',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pelvic pain': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True,\n", + " 'Heavy menstrual flow': True}}},\n", + " {'consult_id': 17373,\n", + " 'disease_tag': 'Eating disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive appetite': True},\n", + " 'implicit_inform_slots': {'Depression': True,\n", + " 'Anxiety and nervousness': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Abusing alcohol': True,\n", + " 'Insomnia': True}}},\n", + " {'consult_id': 23935,\n", + " 'disease_tag': 'Fibrocystic breast disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lump or mass of breast': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 4224,\n", + " 'disease_tag': 'Fracture of the rib',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp chest pain': True},\n", + " 'implicit_inform_slots': {'Rib pain': True,\n", + " 'Ache all over': True,\n", + " 'Arm pain': True}}},\n", + " {'consult_id': 9013,\n", + " 'disease_tag': 'Endophthalmitis',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Eye redness': True,\n", + " 'Swollen eye': True,\n", + " 'Itchiness of eye': True,\n", + " 'Paresthesia': True,\n", + " 'Lacrimation': True}}},\n", + " {'consult_id': 23143,\n", + " 'disease_tag': 'Graves disease',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Palpitations': True}}},\n", + " {'consult_id': 11568,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal involuntary movements': True},\n", + " 'implicit_inform_slots': {'Seizures': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 27147,\n", + " 'disease_tag': 'Diabetic peripheral neuropathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Paresthesia': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 9917,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Weakness': True,\n", + " 'Vomiting': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Sharp chest pain': True,\n", + " 'Blood in urine': True}}},\n", + " {'consult_id': 11140,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 12945,\n", + " 'disease_tag': 'Aphakia',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished vision': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 2045,\n", + " 'disease_tag': 'Corneal abrasion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Swollen eye': True}}},\n", + " {'consult_id': 16949,\n", + " 'disease_tag': 'Degenerative disc disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Low back pain': True,\n", + " 'Hip pain': True,\n", + " 'Arm pain': True}}},\n", + " {'consult_id': 29896,\n", + " 'disease_tag': 'Dermatitis due to sun exposure',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itchy scalp': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Skin rash': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Skin growth': True,\n", + " 'Symptoms of the face': True}}},\n", + " {'consult_id': 28186,\n", + " 'disease_tag': 'Diabetic peripheral neuropathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Foot or toe pain': True,\n", + " 'Loss of sensation': True,\n", + " 'Poor circulation': True}}},\n", + " {'consult_id': 14326,\n", + " 'disease_tag': 'Aphakia',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished vision': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 6466,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sleepiness': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Nausea': True,\n", + " 'Vomiting': True,\n", + " 'Depressive or psychotic symptoms': True}}},\n", + " {'consult_id': 26840,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Acne or pimples': True}}},\n", + " {'consult_id': 27717,\n", + " 'disease_tag': 'Actinic keratosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {'Skin lesion': True}}},\n", + " {'consult_id': 1294,\n", + " 'disease_tag': 'Chancroid',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True, 'Fatigue': True}}},\n", + " {'consult_id': 24784,\n", + " 'disease_tag': 'Ganglion cyst',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True}}},\n", + " {'consult_id': 20393,\n", + " 'disease_tag': 'Acute glaucoma',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished vision': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 19630,\n", + " 'disease_tag': 'Carcinoid syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck cramps or spasms': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 178,\n", + " 'disease_tag': 'Chronic kidney disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Symptoms of the kidneys': True},\n", + " 'implicit_inform_slots': {'Peripheral edema': True}}},\n", + " {'consult_id': 5837,\n", + " 'disease_tag': 'Diabetes insipidus',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Frequent urination': True},\n", + " 'implicit_inform_slots': {'Difficulty in swallowing': True}}},\n", + " {'consult_id': 6329,\n", + " 'disease_tag': 'Diaper rash',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diarrhea': True},\n", + " 'implicit_inform_slots': {'Cough': True}}},\n", + " {'consult_id': 379,\n", + " 'disease_tag': 'Conjunctivitis due to allergy',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished vision': True},\n", + " 'implicit_inform_slots': {'Eye redness': True,\n", + " 'Pain in eye': True,\n", + " 'Lacrimation': True,\n", + " 'Swollen eye': True,\n", + " 'Symptoms of eye': True}}},\n", + " {'consult_id': 18685,\n", + " 'disease_tag': 'Factitious disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Disturbance of memory': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Paresthesia': True,\n", + " 'Lip swelling': True}}},\n", + " {'consult_id': 4114,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Hand or finger pain': True,\n", + " 'Paresthesia': True}}},\n", + " {'consult_id': 10878,\n", + " 'disease_tag': 'Fibrocystic breast disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Bleeding or discharge from nipple': True},\n", + " 'implicit_inform_slots': {'Lump or mass of breast': True,\n", + " 'Pain or soreness of breast': True}}},\n", + " {'consult_id': 27285,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Low back pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Elbow pain': True,\n", + " 'Lower body pain': True}}},\n", + " {'consult_id': 29731,\n", + " 'disease_tag': 'Chancroid',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive urination at night': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Facial pain': True,\n", + " 'Knee lump or mass': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 8118,\n", + " 'disease_tag': 'Chancroid',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive urination at night': True},\n", + " 'implicit_inform_slots': {'Facial pain': True,\n", + " 'Joint stiffness or tightness': True}}},\n", + " {'consult_id': 5676,\n", + " 'disease_tag': 'Conductive hearing loss',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished hearing': True},\n", + " 'implicit_inform_slots': {'Plugged feeling in ear': True}}},\n", + " {'consult_id': 548,\n", + " 'disease_tag': 'Alcohol intoxication',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abusing alcohol': True},\n", + " 'implicit_inform_slots': {'Sharp chest pain': True, 'Fainting': True}}},\n", + " {'consult_id': 25270,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive urination at night': True},\n", + " 'implicit_inform_slots': {'Impotence': True, 'Retention of urine': True}}},\n", + " {'consult_id': 5769,\n", + " 'disease_tag': 'Essential tremor',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 6487,\n", + " 'disease_tag': 'Epididymitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp abdominal pain': True},\n", + " 'implicit_inform_slots': {'Pain in testicles': True,\n", + " 'Groin pain': True,\n", + " 'Lower abdominal pain': True}}},\n", + " {'consult_id': 27501,\n", + " 'disease_tag': 'Conjunctivitis due to allergy',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Eye redness': True,\n", + " 'Itchiness of eye': True,\n", + " 'Lacrimation': True,\n", + " 'Nasal congestion': True,\n", + " 'Diminished vision': True,\n", + " 'Cough': True}}},\n", + " {'consult_id': 4958,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pelvic pain': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True}}},\n", + " {'consult_id': 5467,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal involuntary movements': True},\n", + " 'implicit_inform_slots': {'Weakness': True,\n", + " 'Problems with movement': True,\n", + " 'Leg pain': True}}},\n", + " {'consult_id': 22266,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {'Difficulty speaking': True,\n", + " 'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 13020,\n", + " 'disease_tag': 'Chancroid',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Joint stiffness or tightness': True},\n", + " 'implicit_inform_slots': {'Ankle pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Pain or soreness of breast': True}}},\n", + " {'consult_id': 3059,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vomiting': True},\n", + " 'implicit_inform_slots': {'Weakness': True, 'Nausea': True}}},\n", + " {'consult_id': 5614,\n", + " 'disease_tag': 'Diabetes insipidus',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Frequent urination': True},\n", + " 'implicit_inform_slots': {'Excessive appetite': True}}},\n", + " {'consult_id': 9448,\n", + " 'disease_tag': 'Gonorrhea',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal discharge': True},\n", + " 'implicit_inform_slots': {'Penile discharge': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 15460,\n", + " 'disease_tag': 'Cystitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Blood in urine': True},\n", + " 'implicit_inform_slots': {'Painful urination': True,\n", + " 'Suprapubic pain': True,\n", + " 'Frequent urination': True,\n", + " 'Retention of urine': True,\n", + " 'Lower abdominal pain': True}}},\n", + " {'consult_id': 25087,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Low back pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Knee pain': True,\n", + " 'Rib pain': True}}},\n", + " {'consult_id': 19838,\n", + " 'disease_tag': 'Connective tissue disorder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Joint pain': True},\n", + " 'implicit_inform_slots': {'Arm pain': True, 'Headache': True}}},\n", + " {'consult_id': 23717,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diarrhea': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Nausea': True,\n", + " 'Vomiting': True}}},\n", + " {'consult_id': 11476,\n", + " 'disease_tag': 'Chagas disease',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Facial pain': True},\n", + " 'implicit_inform_slots': {'Shoulder cramps or spasms': True,\n", + " 'Wrist pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Excessive anger': True,\n", + " 'Joint stiffness or tightness': True}}},\n", + " {'consult_id': 7265,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Skin lesion': True,\n", + " 'Swollen eye': True,\n", + " 'Skin moles': True}}},\n", + " {'consult_id': 3540,\n", + " 'disease_tag': 'Gas gangrene',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Wrist pain': True,\n", + " 'Joint stiffness or tightness': True}}},\n", + " {'consult_id': 1387,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Low back pain': True},\n", + " 'implicit_inform_slots': {'Hip pain': True, 'Leg pain': True}}},\n", + " {'consult_id': 26636,\n", + " 'disease_tag': 'Diabetic retinopathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lacrimation': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Pain in eye': True,\n", + " 'Eye redness': True,\n", + " 'Bleeding from eye': True}}},\n", + " {'consult_id': 21620,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weakness': True},\n", + " 'implicit_inform_slots': {'Leg weakness': True,\n", + " 'Difficulty speaking': True,\n", + " 'Leg pain': True}}},\n", + " {'consult_id': 17278,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Absence of menstruation': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True,\n", + " 'Unpredictable menstruation': True}}},\n", + " {'consult_id': 22084,\n", + " 'disease_tag': 'Conjunctivitis due to allergy',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cough': True},\n", + " 'implicit_inform_slots': {'Itchiness of eye': True,\n", + " 'Pain in eye': True,\n", + " 'Lacrimation': True,\n", + " 'Nasal congestion': True}}},\n", + " {'consult_id': 12238,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Foreign body sensation in eye': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Abnormal movement of eyelid': True,\n", + " 'White discharge from eye': True}}},\n", + " {'consult_id': 4453,\n", + " 'disease_tag': 'Chalazion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Mass on eyelid': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True, 'Eye redness': True}}},\n", + " {'consult_id': 24462,\n", + " 'disease_tag': 'Chagas disease',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Shoulder cramps or spasms': True,\n", + " 'Excessive anger': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 14082,\n", + " 'disease_tag': 'Acariasis',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 25539,\n", + " 'disease_tag': 'De Quervain disease',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hand or finger pain': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True}}},\n", + " {'consult_id': 29301,\n", + " 'disease_tag': 'Female infertility of unknown cause',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infertility': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 19691,\n", + " 'disease_tag': 'Fat embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive urination at night': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Shoulder cramps or spasms': True,\n", + " 'Ankle pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Excessive anger': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 19473,\n", + " 'disease_tag': 'Fat embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive anger': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Facial pain': True,\n", + " 'Ankle pain': True,\n", + " 'Wrist pain': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 17316,\n", + " 'disease_tag': 'Fibrocystic breast disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain or soreness of breast': True},\n", + " 'implicit_inform_slots': {'Lump or mass of breast': True}}},\n", + " {'consult_id': 28312,\n", + " 'disease_tag': 'Cyst of the eyelid',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Mass on eyelid': True},\n", + " 'implicit_inform_slots': {'Skin growth': True, 'Pain in eye': True}}},\n", + " {'consult_id': 541,\n", + " 'disease_tag': 'Diaper rash',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diarrhea': True},\n", + " 'implicit_inform_slots': {'Cough': True}}},\n", + " {'consult_id': 9578,\n", + " 'disease_tag': 'Chronic kidney disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True}}},\n", + " {'consult_id': 14962,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive urination at night': True},\n", + " 'implicit_inform_slots': {'Penis pain': True}}},\n", + " {'consult_id': 19167,\n", + " 'disease_tag': 'Encephalitis',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Seizures': True,\n", + " 'Dizziness': True,\n", + " 'Disturbance of memory': True,\n", + " 'Paresthesia': True,\n", + " 'Joint pain': True}}},\n", + " {'consult_id': 25942,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Fatigue': True,\n", + " 'Fever': True,\n", + " 'Abnormal appearing skin': True}}},\n", + " {'consult_id': 10895,\n", + " 'disease_tag': 'Dengue fever',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ankle pain': True},\n", + " 'implicit_inform_slots': {'Sore throat': True,\n", + " 'Fever': True,\n", + " 'Shoulder cramps or spasms': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Excessive anger': True,\n", + " 'Pain or soreness of breast': True}}},\n", + " {'consult_id': 15475,\n", + " 'disease_tag': 'De Quervain disease',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist swelling': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True,\n", + " 'Hand or finger pain': True,\n", + " 'Hand or finger swelling': True,\n", + " 'Peripheral edema': True,\n", + " 'Lower body pain': True}}},\n", + " {'consult_id': 6776,\n", + " 'disease_tag': 'Granuloma inguinale',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal pain': True},\n", + " 'implicit_inform_slots': {'Nausea': True,\n", + " 'Sharp chest pain': True,\n", + " 'Groin pain': True}}},\n", + " {'consult_id': 3842,\n", + " 'disease_tag': 'Ganglion cyst',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin growth': True},\n", + " 'implicit_inform_slots': {'Knee pain': True,\n", + " 'Knee lump or mass': True,\n", + " 'Knee swelling': True}}},\n", + " {'consult_id': 18625,\n", + " 'disease_tag': 'Erythema multiforme',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fluid retention': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Fever': True,\n", + " 'Coryza': True,\n", + " 'Skin lesion': True,\n", + " 'Vomiting': True,\n", + " 'Mouth ulcer': True,\n", + " 'Pain in eye': True}}},\n", + " {'consult_id': 10430,\n", + " 'disease_tag': 'Eczema',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Acne or pimples': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Irregular appearing scalp': True}}},\n", + " {'consult_id': 16117,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Acne or pimples': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 28352,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Knee pain': True}}},\n", + " {'consult_id': 206,\n", + " 'disease_tag': 'Connective tissue disorder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ache all over': True},\n", + " 'implicit_inform_slots': {'Fatigue': True,\n", + " 'Feeling ill': True,\n", + " 'Difficulty in swallowing': True}}},\n", + " {'consult_id': 7550,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Acne or pimples': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Skin moles': True}}},\n", + " {'consult_id': 3642,\n", + " 'disease_tag': 'Epididymitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Groin pain': True},\n", + " 'implicit_inform_slots': {'Retention of urine': True}}},\n", + " {'consult_id': 10978,\n", + " 'disease_tag': 'Connective tissue disorder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Arm pain': True},\n", + " 'implicit_inform_slots': {'Difficulty in swallowing': True}}},\n", + " {'consult_id': 3124,\n", + " 'disease_tag': 'Chalazion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Mass on eyelid': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True}}},\n", + " {'consult_id': 24404,\n", + " 'disease_tag': 'Chancroid',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Excessive anger': True, 'Fatigue': True}}},\n", + " {'consult_id': 10683,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Headache': True}}},\n", + " {'consult_id': 22294,\n", + " 'disease_tag': 'Aphakia',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Eye redness': True,\n", + " 'Eye burns or stings': True}}},\n", + " {'consult_id': 18738,\n", + " 'disease_tag': 'Corneal abrasion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye burns or stings': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Eye redness': True,\n", + " 'Swollen eye': True,\n", + " 'Lacrimation': True,\n", + " 'Itchiness of eye': True}}},\n", + " {'consult_id': 20130,\n", + " 'disease_tag': 'Endophthalmitis',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itchiness of eye': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Eye redness': True,\n", + " 'Swollen eye': True,\n", + " 'Skin lesion': True}}},\n", + " {'consult_id': 9124,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Anxiety and nervousness': True,\n", + " 'Congestion in chest': True,\n", + " 'Weakness': True}}},\n", + " {'consult_id': 15778,\n", + " 'disease_tag': 'Cerebral edema',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck pain': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Diminished vision': True,\n", + " 'Vomiting': True,\n", + " 'Difficulty speaking': True}}},\n", + " {'consult_id': 1812,\n", + " 'disease_tag': 'Erythema multiforme',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fever': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Vomiting': True,\n", + " 'Mouth ulcer': True,\n", + " 'Difficulty in swallowing': True}}},\n", + " {'consult_id': 11370,\n", + " 'disease_tag': 'Acanthosis nigricans',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weight gain': True},\n", + " 'implicit_inform_slots': {'Acne or pimples': True}}},\n", + " {'consult_id': 18365,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Spots or clouds in vision': True},\n", + " 'implicit_inform_slots': {'Lacrimation': True,\n", + " 'Pain in eye': True,\n", + " 'Abnormal movement of eyelid': True,\n", + " 'Symptoms of eye': True,\n", + " 'Eye redness': True,\n", + " 'Diminished vision': True}}},\n", + " {'consult_id': 3105,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Headache': True}}},\n", + " {'consult_id': 11770,\n", + " 'disease_tag': 'Chalazion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eyelid lesion or rash': True},\n", + " 'implicit_inform_slots': {'Mass on eyelid': True,\n", + " 'Pain in eye': True,\n", + " 'Swollen eye': True}}},\n", + " {'consult_id': 20136,\n", + " 'disease_tag': 'Acute stress reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {'Sharp chest pain': True,\n", + " 'Insomnia': True,\n", + " 'Burning abdominal pain': True}}},\n", + " {'consult_id': 7635,\n", + " 'disease_tag': 'Anxiety',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Depression': True,\n", + " 'Palpitations': True}}},\n", + " {'consult_id': 15424,\n", + " 'disease_tag': 'Chronic back pain',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True, 'Loss of sensation': True}}},\n", + " {'consult_id': 5233,\n", + " 'disease_tag': 'Cystitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Painful urination': True},\n", + " 'implicit_inform_slots': {'Frequent urination': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Retention of urine': True,\n", + " 'Symptoms of bladder': True}}},\n", + " {'consult_id': 7977,\n", + " 'disease_tag': 'Drug abuse cocaine',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Drug abuse': True},\n", + " 'implicit_inform_slots': {'Abusing alcohol': True,\n", + " 'Depression': True,\n", + " 'Delusions or hallucinations': True}}},\n", + " {'consult_id': 7458,\n", + " 'disease_tag': 'Cerebral edema',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck pain': True},\n", + " 'implicit_inform_slots': {'Focal weakness': True,\n", + " 'Diminished vision': True,\n", + " 'Vomiting': True}}},\n", + " {'consult_id': 2641,\n", + " 'disease_tag': 'Central retinal artery or vein occlusion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished vision': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 451,\n", + " 'disease_tag': 'Corneal abrasion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Eye redness': True}}},\n", + " {'consult_id': 23300,\n", + " 'disease_tag': 'Fluid overload',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Peripheral edema': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Difficulty breathing': True,\n", + " 'Vomiting': True,\n", + " 'Hand or finger swelling': True}}},\n", + " {'consult_id': 22078,\n", + " 'disease_tag': 'Graves disease',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 28096,\n", + " 'disease_tag': 'Air embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee lump or mass': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Shoulder cramps or spasms': True,\n", + " 'Facial pain': True,\n", + " 'Ankle pain': True,\n", + " 'Wrist pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Excessive anger': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 12141,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Problems with movement': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True,\n", + " 'Seizures': True,\n", + " 'Arm stiffness or tightness': True}}},\n", + " {'consult_id': 15965,\n", + " 'disease_tag': 'Endometrial hyperplasia',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Elbow cramps or spasms': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True}}},\n", + " {'consult_id': 22183,\n", + " 'disease_tag': 'Chondromalacia of the patella',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {'Leg pain': True,\n", + " 'Knee stiffness or tightness': True}}},\n", + " {'consult_id': 29069,\n", + " 'disease_tag': 'Diabetic ketoacidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp abdominal pain': True},\n", + " 'implicit_inform_slots': {'Nausea': True,\n", + " 'Weakness': True,\n", + " 'Diarrhea': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Polyuria': True,\n", + " 'Frequent urination': True}}},\n", + " {'consult_id': 22044,\n", + " 'disease_tag': 'Endometrial hyperplasia',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back weakness': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 23474,\n", + " 'disease_tag': 'Epididymitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Groin pain': True},\n", + " 'implicit_inform_slots': {'Pain in testicles': True,\n", + " 'Swelling of scrotum': True,\n", + " 'Sharp abdominal pain': True}}},\n", + " {'consult_id': 19105,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Symptoms of eye': True},\n", + " 'implicit_inform_slots': {'Lacrimation': True,\n", + " 'Pain in eye': True,\n", + " 'Abnormal movement of eyelid': True,\n", + " 'Eye redness': True,\n", + " 'Eyelid lesion or rash': True}}},\n", + " {'consult_id': 12211,\n", + " 'disease_tag': 'Gout',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {'Foot or toe pain': True,\n", + " 'Foot or toe swelling': True,\n", + " 'Wrist pain': True}}},\n", + " {'consult_id': 26932,\n", + " 'disease_tag': 'Decubitus ulcer',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Skin on leg or foot looks infected': True}}},\n", + " {'consult_id': 15636,\n", + " 'disease_tag': 'Cerebral edema',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Neck pain': True,\n", + " 'Difficulty speaking': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 24304,\n", + " 'disease_tag': 'Guillain Barre syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ache all over': True},\n", + " 'implicit_inform_slots': {'Leg weakness': True,\n", + " 'Leg pain': True,\n", + " 'Dizziness': True}}},\n", + " {'consult_id': 17000,\n", + " 'disease_tag': 'Acute stress reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Sharp chest pain': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Dizziness': True,\n", + " 'Shortness of breath': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 12132,\n", + " 'disease_tag': 'De Quervain disease',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lower body pain': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True,\n", + " 'Hand or finger pain': True,\n", + " 'Shoulder pain': True,\n", + " 'Arm pain': True,\n", + " 'Hand or finger swelling': True}}},\n", + " {'consult_id': 6684,\n", + " 'disease_tag': 'Guillain Barre syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Paresthesia': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 19022,\n", + " 'disease_tag': 'Cyst of the eyelid',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Mass on eyelid': True},\n", + " 'implicit_inform_slots': {'Skin growth': True,\n", + " 'Eyelid lesion or rash': True,\n", + " 'Pain in eye': True,\n", + " 'Diminished vision': True,\n", + " 'Itchiness of eye': True}}},\n", + " {'consult_id': 12255,\n", + " 'disease_tag': 'Acariasis',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Swelling of scrotum': True,\n", + " 'Skin lesion': True}}},\n", + " {'consult_id': 24979,\n", + " 'disease_tag': 'Conductive hearing loss',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Plugged feeling in ear': True,\n", + " 'Difficulty speaking': True}}},\n", + " {'consult_id': 27445,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Nausea': True}}},\n", + " {'consult_id': 7048,\n", + " 'disease_tag': 'Erythema multiforme',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Fever': True,\n", + " 'Itching of skin': True,\n", + " 'Coryza': True,\n", + " 'Skin lesion': True,\n", + " 'Mouth ulcer': True}}},\n", + " {'consult_id': 20643,\n", + " 'disease_tag': 'Epidural hemorrhage',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Dizziness': True, 'Leg pain': True}}},\n", + " {'consult_id': 9806,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal bleeding after menopause': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 29811,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck pain': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Wrist pain': True,\n", + " 'Paresthesia': True}}},\n", + " {'consult_id': 26103,\n", + " 'disease_tag': 'Gonorrhea',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal itching': True},\n", + " 'implicit_inform_slots': {'Itching of skin': True}}},\n", + " {'consult_id': 10769,\n", + " 'disease_tag': 'Alcohol intoxication',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vomiting': True},\n", + " 'implicit_inform_slots': {'Abusing alcohol': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Sharp chest pain': True}}},\n", + " {'consult_id': 9784,\n", + " 'disease_tag': 'Allergy',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Swollen eye': True,\n", + " 'Skin swelling': True}}},\n", + " {'consult_id': 23702,\n", + " 'disease_tag': 'Erythema multiforme',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Mouth ulcer': True,\n", + " 'Pain in eye': True,\n", + " 'Difficulty in swallowing': True}}},\n", + " {'consult_id': 22065,\n", + " 'disease_tag': 'Female infertility of unknown cause',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Scanty menstrual flow': True},\n", + " 'implicit_inform_slots': {'Infertility': True}}},\n", + " {'consult_id': 16394,\n", + " 'disease_tag': 'Dengue fever',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain or soreness of breast': True},\n", + " 'implicit_inform_slots': {'Sore throat': True,\n", + " 'Fever': True,\n", + " 'Ankle pain': True,\n", + " 'Knee lump or mass': True}}},\n", + " {'consult_id': 949,\n", + " 'disease_tag': 'Chancroid',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain or soreness of breast': True},\n", + " 'implicit_inform_slots': {'Shoulder cramps or spasms': True,\n", + " 'Facial pain': True,\n", + " 'Ankle pain': True,\n", + " 'Excessive anger': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 27291,\n", + " 'disease_tag': 'Factitious disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lip swelling': True},\n", + " 'implicit_inform_slots': {'Disturbance of memory': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Depression': True,\n", + " 'Loss of sensation': True,\n", + " 'Elbow cramps or spasms': True}}},\n", + " {'consult_id': 26762,\n", + " 'disease_tag': 'Acariasis',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Itching of skin': True,\n", + " 'Swelling of scrotum': True,\n", + " 'Skin lesion': True,\n", + " 'Vomiting': True}}},\n", + " {'consult_id': 22795,\n", + " 'disease_tag': 'Alcohol intoxication',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp chest pain': True},\n", + " 'implicit_inform_slots': {'Depression': True}}},\n", + " {'consult_id': 562,\n", + " 'disease_tag': 'Acanthosis nigricans',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Skin growth': True}}},\n", + " {'consult_id': 9366,\n", + " 'disease_tag': 'Corneal abrasion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Itchiness of eye': True}}},\n", + " {'consult_id': 20650,\n", + " 'disease_tag': 'Fluid overload',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Peripheral edema': True},\n", + " 'implicit_inform_slots': {'Nausea': True,\n", + " 'Difficulty breathing': True,\n", + " 'Weakness': True,\n", + " 'Hand or finger swelling': True}}},\n", + " {'consult_id': 14961,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Lacrimation': True,\n", + " 'Symptoms of eye': True,\n", + " 'Spots or clouds in vision': True,\n", + " 'Swollen eye': True,\n", + " 'Itchiness of eye': True}}},\n", + " {'consult_id': 23045,\n", + " 'disease_tag': 'Diabetes insipidus',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive appetite': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 21848,\n", + " 'disease_tag': 'Concussion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck pain': True},\n", + " 'implicit_inform_slots': {'Headache': True}}},\n", + " {'consult_id': 13840,\n", + " 'disease_tag': 'Fibromyalgia',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ache all over': True},\n", + " 'implicit_inform_slots': {'Neck pain': True,\n", + " 'Leg pain': True,\n", + " 'Low back pain': True,\n", + " 'Hip pain': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 25001,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Abnormal appearing skin': True,\n", + " 'Acne or pimples': True,\n", + " 'Dry or flaky scalp': True,\n", + " 'Frequent urination': True,\n", + " 'Skin on leg or foot looks infected': True}}},\n", + " {'consult_id': 17337,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Skin dryness, peeling, scaliness, or roughness': True}}},\n", + " {'consult_id': 1515,\n", + " 'disease_tag': 'Diabetes insipidus',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Excessive appetite': True}}},\n", + " {'consult_id': 8552,\n", + " 'disease_tag': 'Graves disease',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg cramps or spasms': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 18887,\n", + " 'disease_tag': 'Gas gangrene',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Ankle pain': True,\n", + " 'Knee lump or mass': True}}},\n", + " {'consult_id': 16886,\n", + " 'disease_tag': 'Endometrial hyperplasia',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Heavy menstrual flow': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 1586,\n", + " 'disease_tag': 'Cat scratch disease',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Skin swelling': True,\n", + " 'Skin rash': True,\n", + " 'Skin lesion': True,\n", + " 'Headache': True,\n", + " 'Arm lump or mass': True}}},\n", + " {'consult_id': 2051,\n", + " 'disease_tag': 'Essential tremor',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal involuntary movements': True},\n", + " 'implicit_inform_slots': {'Problems with movement': True,\n", + " 'Headache': True}}},\n", + " {'consult_id': 24687,\n", + " 'disease_tag': 'Encephalitis',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Seizures': True,\n", + " 'Leg pain': True,\n", + " 'Disturbance of memory': True,\n", + " 'Insomnia': True}}},\n", + " {'consult_id': 799,\n", + " 'disease_tag': 'Acariasis',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True, 'Swelling of scrotum': True}}},\n", + " {'consult_id': 23186,\n", + " 'disease_tag': 'Conductive hearing loss',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Redness in ear': True},\n", + " 'implicit_inform_slots': {'Ear pain': True, 'Fluid in ear': True}}},\n", + " {'consult_id': 28350,\n", + " 'disease_tag': 'Chickenpox',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cough': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Fever': True,\n", + " 'Problems during pregnancy': True}}},\n", + " {'consult_id': 23531,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Symptoms of the kidneys': True},\n", + " 'implicit_inform_slots': {'Fever': True, 'Abnormal appearing skin': True}}},\n", + " {'consult_id': 8500,\n", + " 'disease_tag': 'Diabetic ketoacidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Nausea': True},\n", + " 'implicit_inform_slots': {'Vomiting': True}}},\n", + " {'consult_id': 2713,\n", + " 'disease_tag': 'Epididymitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Groin pain': True},\n", + " 'implicit_inform_slots': {'Pain in testicles': True,\n", + " 'Swelling of scrotum': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Retention of urine': True}}},\n", + " {'consult_id': 29505,\n", + " 'disease_tag': 'Essential tremor',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Seizures': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 3573,\n", + " 'disease_tag': 'Factitious disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lip swelling': True},\n", + " 'implicit_inform_slots': {'Depression': True, 'Paresthesia': True}}},\n", + " {'consult_id': 27417,\n", + " 'disease_tag': 'Degenerative disc disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True, 'Hip pain': True}}},\n", + " {'consult_id': 3765,\n", + " 'disease_tag': 'Chronic pain disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True, 'Leg pain': True}}},\n", + " {'consult_id': 27394,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vomiting': True},\n", + " 'implicit_inform_slots': {'Headache': True}}},\n", + " {'consult_id': 1539,\n", + " 'disease_tag': 'Corneal disorder',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 5269,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Low back pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True, 'Leg pain': True}}},\n", + " {'consult_id': 29573,\n", + " 'disease_tag': 'Drug abuse cocaine',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abusing alcohol': True},\n", + " 'implicit_inform_slots': {'Drug abuse': True}}},\n", + " {'consult_id': 27231,\n", + " 'disease_tag': 'Diabetes insipidus',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Frequent urination': True},\n", + " 'implicit_inform_slots': {'Excessive appetite': True, 'Dizziness': True}}},\n", + " {'consult_id': 16778,\n", + " 'disease_tag': 'Acute stress reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Sharp chest pain': True,\n", + " 'Dizziness': True,\n", + " 'Shortness of breath': True}}},\n", + " {'consult_id': 26789,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Allergic reaction': True},\n", + " 'implicit_inform_slots': {'Skin rash': True, 'Vomiting': True}}},\n", + " {'consult_id': 18000,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {'Congestion in chest': True, 'Weakness': True}}},\n", + " {'consult_id': 28501,\n", + " 'disease_tag': 'Alcohol intoxication',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vomiting': True},\n", + " 'implicit_inform_slots': {'Abusing alcohol': True}}},\n", + " {'consult_id': 29912,\n", + " 'disease_tag': 'Encephalitis',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Seizures': True,\n", + " 'Dizziness': True,\n", + " 'Leg pain': True,\n", + " 'Fatigue': True,\n", + " 'Insomnia': True}}},\n", + " {'consult_id': 2221,\n", + " 'disease_tag': 'Decubitus ulcer',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 27106,\n", + " 'disease_tag': 'Gout',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {'Ankle swelling': True}}},\n", + " {'consult_id': 14997,\n", + " 'disease_tag': 'Encephalitis',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {'Dizziness': True,\n", + " 'Disturbance of memory': True}}},\n", + " {'consult_id': 12924,\n", + " 'disease_tag': 'Cystitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Frequent urination': True},\n", + " 'implicit_inform_slots': {'Painful urination': True,\n", + " 'Suprapubic pain': True,\n", + " 'Blood in urine': True,\n", + " 'Lower abdominal pain': True}}},\n", + " {'consult_id': 1968,\n", + " 'disease_tag': 'Conjunctivitis due to allergy',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lacrimation': True},\n", + " 'implicit_inform_slots': {'Eye redness': True,\n", + " 'Itchiness of eye': True,\n", + " 'Pain in eye': True,\n", + " 'Nasal congestion': True,\n", + " 'Allergic reaction': True,\n", + " 'Cough': True}}},\n", + " {'consult_id': 17254,\n", + " 'disease_tag': 'Diabetic ketoacidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp abdominal pain': True},\n", + " 'implicit_inform_slots': {'Vomiting': True,\n", + " 'Nausea': True,\n", + " 'Weakness': True,\n", + " 'Fluid retention': True}}},\n", + " {'consult_id': 28548,\n", + " 'disease_tag': 'Corneal disorder',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'White discharge from eye': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Eye redness': True,\n", + " 'Foreign body sensation in eye': True,\n", + " 'Itchiness of eye': True,\n", + " 'Eyelid lesion or rash': True}}},\n", + " {'consult_id': 7015,\n", + " 'disease_tag': 'Flat feet',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Retention of urine': True},\n", + " 'implicit_inform_slots': {'Foot or toe pain': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 10533,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Warts': True},\n", + " 'implicit_inform_slots': {'Acne or pimples': True,\n", + " 'Irregular appearing scalp': True}}},\n", + " {'consult_id': 18154,\n", + " 'disease_tag': 'Gas gangrene',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ankle pain': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Knee lump or mass': True}}},\n", + " {'consult_id': 28152,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Dizziness': True,\n", + " 'Peripheral edema': True,\n", + " 'Lip swelling': True,\n", + " 'Headache': True,\n", + " 'Vomiting': True}}},\n", + " {'consult_id': 5901,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Blood in urine': True},\n", + " 'implicit_inform_slots': {'Loss of sex drive': True}}},\n", + " {'consult_id': 15098,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Skin lesion': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Abnormal appearing skin': True,\n", + " 'Acne or pimples': True,\n", + " 'Ankle pain': True}}},\n", + " {'consult_id': 24484,\n", + " 'disease_tag': 'Dermatitis due to sun exposure',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Skin moles': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Acne or pimples': True}}},\n", + " {'consult_id': 13728,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fever': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Congestion in chest': True,\n", + " 'Abnormal appearing skin': True,\n", + " 'Nailbiting': True}}},\n", + " {'consult_id': 28566,\n", + " 'disease_tag': 'Gout',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist pain': True},\n", + " 'implicit_inform_slots': {'Knee pain': True}}},\n", + " {'consult_id': 29914,\n", + " 'disease_tag': 'Carcinoid syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck cramps or spasms': True},\n", + " 'implicit_inform_slots': {'Involuntary urination': True,\n", + " 'Eye strain': True}}},\n", + " {'consult_id': 7728,\n", + " 'disease_tag': 'Epidural hemorrhage',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Back pain': True, 'Diminished hearing': True}}},\n", + " {'consult_id': 5387,\n", + " 'disease_tag': 'Gas gangrene',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Wrist pain': True,\n", + " 'Knee lump or mass': True}}},\n", + " {'consult_id': 1560,\n", + " 'disease_tag': 'Fluid overload',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {'Fluid retention': True,\n", + " 'Nausea': True,\n", + " 'Cough': True}}},\n", + " {'consult_id': 15317,\n", + " 'disease_tag': 'Diabetic retinopathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True}}},\n", + " {'consult_id': 28259,\n", + " 'disease_tag': 'Acute stress reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Depression': True,\n", + " 'Shortness of breath': True,\n", + " 'Burning abdominal pain': True}}},\n", + " {'consult_id': 4791,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Too little hair': True},\n", + " 'implicit_inform_slots': {'Acne or pimples': True, 'Warts': True}}},\n", + " {'consult_id': 22784,\n", + " 'disease_tag': 'Acanthosis nigricans',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infertility': True},\n", + " 'implicit_inform_slots': {'Weight gain': True, 'Skin lesion': True}}},\n", + " {'consult_id': 23940,\n", + " 'disease_tag': 'Chalazion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Mass on eyelid': True},\n", + " 'implicit_inform_slots': {'Eye redness': True,\n", + " 'Symptoms of eye': True,\n", + " 'Eyelid swelling': True}}},\n", + " {'consult_id': 24228,\n", + " 'disease_tag': 'Factitious disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lip swelling': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True,\n", + " 'Depression': True,\n", + " 'Loss of sensation': True,\n", + " 'Paresthesia': True,\n", + " 'Itchy eyelid': True}}},\n", + " {'consult_id': 25465,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Allergic reaction': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Peripheral edema': True,\n", + " 'Shortness of breath': True,\n", + " 'Throat swelling': True}}},\n", + " {'consult_id': 14597,\n", + " 'disease_tag': 'Diaper rash',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Diarrhea': True}}},\n", + " {'consult_id': 4700,\n", + " 'disease_tag': 'Actinic keratosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Warts': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Skin lesion': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Irregular appearing scalp': True,\n", + " 'Skin irritation': True}}},\n", + " {'consult_id': 21855,\n", + " 'disease_tag': 'Alzheimer disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Disturbance of memory': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 22700,\n", + " 'disease_tag': 'De Quervain disease',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True,\n", + " 'Hand or finger pain': True,\n", + " 'Hand or finger swelling': True,\n", + " 'Wrist stiffness or tightness': True}}},\n", + " {'consult_id': 24955,\n", + " 'disease_tag': 'Cushing syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Decreased heart rate': True},\n", + " 'implicit_inform_slots': {'Weight gain': True}}},\n", + " {'consult_id': 18093,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Arm pain': True},\n", + " 'implicit_inform_slots': {'Shoulder pain': True, 'Neck pain': True}}},\n", + " {'consult_id': 16846,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 13470,\n", + " 'disease_tag': 'Alcohol intoxication',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Problems with movement': True},\n", + " 'implicit_inform_slots': {'Abusing alcohol': True,\n", + " 'Vomiting': True,\n", + " 'Depression': True,\n", + " 'Anxiety and nervousness': True,\n", + " 'Nausea': True,\n", + " 'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 27962,\n", + " 'disease_tag': 'Anxiety',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal involuntary movements': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Sharp chest pain': True,\n", + " 'Palpitations': True}}},\n", + " {'consult_id': 29998,\n", + " 'disease_tag': 'Chronic pain disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 17029,\n", + " 'disease_tag': 'Adjustment reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 4851,\n", + " 'disease_tag': 'Actinic keratosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {'Skin lesion': True,\n", + " 'Irregular appearing scalp': True}}},\n", + " {'consult_id': 21529,\n", + " 'disease_tag': 'Eating disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 18864,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ankle pain': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Skin lesion': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Abnormal appearing skin': True,\n", + " 'Back pain': True,\n", + " 'Skin on leg or foot looks infected': True}}},\n", + " {'consult_id': 10572,\n", + " 'disease_tag': 'Graves disease',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Palpitations': True},\n", + " 'implicit_inform_slots': {'Fatigue': True}}},\n", + " {'consult_id': 28071,\n", + " 'disease_tag': 'Adjustment reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hostile behavior': True},\n", + " 'implicit_inform_slots': {'Depression': True,\n", + " 'Depressive or psychotic symptoms': True}}},\n", + " {'consult_id': 7699,\n", + " 'disease_tag': 'Chancroid',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder cramps or spasms': True},\n", + " 'implicit_inform_slots': {'Joint stiffness or tightness': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 5474,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Skin swelling': True}}},\n", + " {'consult_id': 6200,\n", + " 'disease_tag': 'Encephalitis',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Problems with movement': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Loss of sensation': True,\n", + " 'Paresthesia': True}}},\n", + " {'consult_id': 3042,\n", + " 'disease_tag': 'Cat scratch disease',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fever': True},\n", + " 'implicit_inform_slots': {'Skin swelling': True,\n", + " 'Groin mass': True,\n", + " 'Skin rash': True,\n", + " 'Skin lesion': True,\n", + " 'Headache': True,\n", + " 'Swollen eye': True,\n", + " 'Arm lump or mass': True}}},\n", + " {'consult_id': 12643,\n", + " 'disease_tag': 'Gonorrhea',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Penis redness': True},\n", + " 'implicit_inform_slots': {'Vaginal itching': True}}},\n", + " {'consult_id': 18203,\n", + " 'disease_tag': 'Decubitus ulcer',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 18332,\n", + " 'disease_tag': 'Chickenpox',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 9461,\n", + " 'disease_tag': 'Dermatitis due to sun exposure',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 25783,\n", + " 'disease_tag': 'Cushing syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 29415,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Skin lesion': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Itching of skin': True,\n", + " 'Dry or flaky scalp': True}}},\n", + " {'consult_id': 15727,\n", + " 'disease_tag': 'Graves disease',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 29631,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Low back pain': True, 'Joint pain': True}}},\n", + " {'consult_id': 25659,\n", + " 'disease_tag': 'Drug abuse cocaine',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Drug abuse': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True,\n", + " 'Sharp chest pain': True}}},\n", + " {'consult_id': 24879,\n", + " 'disease_tag': 'Cyst of the eyelid',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itchiness of eye': True},\n", + " 'implicit_inform_slots': {'Mass on eyelid': True, 'Skin growth': True}}},\n", + " {'consult_id': 26940,\n", + " 'disease_tag': 'Allergy',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Allergic reaction': True,\n", + " 'Peripheral edema': True,\n", + " 'Abnormal appearing skin': True,\n", + " 'Lip swelling': True,\n", + " 'Fluid retention': True}}},\n", + " {'consult_id': 9795,\n", + " 'disease_tag': 'Actinic keratosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Irregular appearing scalp': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Skin lesion': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Skin growth': True,\n", + " 'Skin swelling': True}}},\n", + " {'consult_id': 7708,\n", + " 'disease_tag': 'Epididymitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Groin pain': True},\n", + " 'implicit_inform_slots': {'Pain in testicles': True,\n", + " 'Swelling of scrotum': True,\n", + " 'Side pain': True}}},\n", + " {'consult_id': 24841,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ache all over': True},\n", + " 'implicit_inform_slots': {'Shoulder pain': True, 'Neck pain': True}}},\n", + " {'consult_id': 12857,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Weakness': True,\n", + " 'Abnormal involuntary movements': True,\n", + " 'Leg pain': True,\n", + " 'Muscle weakness': True}}},\n", + " {'consult_id': 10246,\n", + " 'disease_tag': 'Gout',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee swelling': True},\n", + " 'implicit_inform_slots': {'Knee pain': True}}},\n", + " {'consult_id': 7079,\n", + " 'disease_tag': 'Female infertility of unknown cause',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infertility': True},\n", + " 'implicit_inform_slots': {'Bleeding or discharge from nipple': True}}},\n", + " {'consult_id': 4637,\n", + " 'disease_tag': 'Decubitus ulcer',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 10216,\n", + " 'disease_tag': 'Chlamydia',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Penile discharge': True},\n", + " 'implicit_inform_slots': {'Lower abdominal pain': True}}},\n", + " {'consult_id': 25742,\n", + " 'disease_tag': 'Conversion disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Sore throat': True}}},\n", + " {'consult_id': 21223,\n", + " 'disease_tag': 'Anxiety',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 20139,\n", + " 'disease_tag': 'Allergy',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Abnormal appearing skin': True,\n", + " 'Lip swelling': True}}},\n", + " {'consult_id': 25979,\n", + " 'disease_tag': 'Concussion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vomiting': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Neck pain': True,\n", + " 'Disturbance of memory': True,\n", + " 'Nausea': True,\n", + " 'Back pain': True,\n", + " 'Facial pain': True}}},\n", + " {'consult_id': 28062,\n", + " 'disease_tag': 'Fluid overload',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Peripheral edema': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Fluid retention': True,\n", + " 'Difficulty breathing': True}}},\n", + " {'consult_id': 29755,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pelvic pain': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Painful menstruation': True}}},\n", + " {'consult_id': 22746,\n", + " 'disease_tag': 'Chronic pain disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True, 'Leg pain': True}}},\n", + " {'consult_id': 19446,\n", + " 'disease_tag': 'Epididymitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in testicles': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 19889,\n", + " 'disease_tag': 'Eczema',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin swelling': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Abnormal appearing skin': True,\n", + " 'Acne or pimples': True}}},\n", + " {'consult_id': 9434,\n", + " 'disease_tag': 'Complex regional pain syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ache all over': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Foot or toe pain': True,\n", + " 'Back pain': True}}},\n", + " {'consult_id': 16833,\n", + " 'disease_tag': 'Cystic Fibrosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cough': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 18527,\n", + " 'disease_tag': 'Carcinoid syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sex drive': True},\n", + " 'implicit_inform_slots': {'Involuntary urination': True,\n", + " 'Knee lump or mass': True}}},\n", + " {'consult_id': 20021,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Allergic reaction': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Dizziness': True,\n", + " 'Peripheral edema': True,\n", + " 'Lip swelling': True,\n", + " 'Headache': True,\n", + " 'Vomiting': True,\n", + " 'Throat swelling': True}}},\n", + " {'consult_id': 14538,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Allergic reaction': True,\n", + " 'Dizziness': True,\n", + " 'Lip swelling': True,\n", + " 'Nausea': True,\n", + " 'Shortness of breath': True}}},\n", + " {'consult_id': 3626,\n", + " 'disease_tag': 'Anxiety',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Insomnia': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 3133,\n", + " 'disease_tag': 'Acute glaucoma',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itchiness of eye': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Pain in eye': True,\n", + " 'Symptoms of eye': True,\n", + " 'Foreign body sensation in eye': True}}},\n", + " {'consult_id': 11135,\n", + " 'disease_tag': 'Fibromyalgia',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Muscle pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Neck pain': True,\n", + " 'Leg pain': True,\n", + " 'Low back pain': True}}},\n", + " {'consult_id': 19227,\n", + " 'disease_tag': 'Acute glaucoma',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished vision': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True}}},\n", + " {'consult_id': 14742,\n", + " 'disease_tag': 'Gonorrhea',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Penis redness': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True}}},\n", + " {'consult_id': 25986,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hand or finger weakness': True},\n", + " 'implicit_inform_slots': {'Weakness': True}}},\n", + " {'consult_id': 4475,\n", + " 'disease_tag': 'Fibromyalgia',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Muscle pain': True,\n", + " 'Leg pain': True,\n", + " 'Sharp chest pain': True}}},\n", + " {'consult_id': 24336,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Lacrimation': True}}},\n", + " {'consult_id': 245,\n", + " 'disease_tag': 'Female infertility of unknown cause',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infertility': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 3493,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal involuntary movements': True},\n", + " 'implicit_inform_slots': {'Difficulty speaking': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 22772,\n", + " 'disease_tag': 'Cerebral edema',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck pain': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Focal weakness': True,\n", + " 'Muscle stiffness or tightness': True,\n", + " 'Arm pain': True}}},\n", + " {'consult_id': 22810,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Symptoms of eye': True,\n", + " 'Eye redness': True,\n", + " 'Spots or clouds in vision': True,\n", + " 'Eyelid lesion or rash': True}}},\n", + " {'consult_id': 13467,\n", + " 'disease_tag': 'Acute stress reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {'Sharp chest pain': True,\n", + " 'Insomnia': True,\n", + " 'Dizziness': True}}},\n", + " {'consult_id': 16891,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal involuntary movements': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True}}},\n", + " {'consult_id': 12836,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin dryness, peeling, scaliness, or roughness': True},\n", + " 'implicit_inform_slots': {'Skin rash': True}}},\n", + " {'consult_id': 10688,\n", + " 'disease_tag': 'Diaper rash',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fever': True},\n", + " 'implicit_inform_slots': {'Pulling at ears': True}}},\n", + " {'consult_id': 13721,\n", + " 'disease_tag': 'Alcohol intoxication',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Abusing alcohol': True}}},\n", + " {'consult_id': 6176,\n", + " 'disease_tag': 'Guillain Barre syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hand or finger pain': True},\n", + " 'implicit_inform_slots': {'Leg weakness': True,\n", + " 'Leg pain': True,\n", + " 'Loss of sensation': True,\n", + " 'Difficulty speaking': True}}},\n", + " {'consult_id': 22796,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Nausea': True,\n", + " 'Diarrhea': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Fainting': True}}},\n", + " {'consult_id': 23558,\n", + " 'disease_tag': 'Alzheimer disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Disturbance of memory': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 25369,\n", + " 'disease_tag': 'Diabetic retinopathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Symptoms of eye': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True}}},\n", + " {'consult_id': 25618,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Frequent urination': True},\n", + " 'implicit_inform_slots': {'Impotence': True}}},\n", + " {'consult_id': 3021,\n", + " 'disease_tag': 'Epididymitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Swelling of scrotum': True},\n", + " 'implicit_inform_slots': {'Pain in testicles': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Painful urination': True}}},\n", + " {'consult_id': 27476,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal bleeding after menopause': True},\n", + " 'implicit_inform_slots': {'Vaginal itching': True}}},\n", + " {'consult_id': 25029,\n", + " 'disease_tag': 'Diaper rash',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cough': True},\n", + " 'implicit_inform_slots': {'Diarrhea': True,\n", + " 'Itching of skin': True,\n", + " 'Skin irritation': True}}},\n", + " {'consult_id': 803,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {'Itching of skin': True}}},\n", + " {'consult_id': 62,\n", + " 'disease_tag': 'Drug reaction',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Dizziness': True,\n", + " 'Vomiting': True}}},\n", + " {'consult_id': 21915,\n", + " 'disease_tag': 'Fracture of the pelvis',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Groin pain': True},\n", + " 'implicit_inform_slots': {'Hip pain': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 9500,\n", + " 'disease_tag': 'Cerebral edema',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Neck pain': True,\n", + " 'Focal weakness': True,\n", + " 'Diminished vision': True,\n", + " 'Dizziness': True}}},\n", + " {'consult_id': 20126,\n", + " 'disease_tag': 'Gonorrhea',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Penis redness': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 2130,\n", + " 'disease_tag': 'Acute glaucoma',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Foreign body sensation in eye': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Eye redness': True,\n", + " 'Blindness': True}}},\n", + " {'consult_id': 4011,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Arm pain': True},\n", + " 'implicit_inform_slots': {'Shoulder pain': True}}},\n", + " {'consult_id': 2730,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder stiffness or tightness': True},\n", + " 'implicit_inform_slots': {'Shoulder pain': True}}},\n", + " {'consult_id': 10017,\n", + " 'disease_tag': 'Fluid overload',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg swelling': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Nausea': True,\n", + " 'Hand or finger swelling': True}}},\n", + " {'consult_id': 16355,\n", + " 'disease_tag': 'Chancroid',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Joint stiffness or tightness': True},\n", + " 'implicit_inform_slots': {'Knee lump or mass': True, 'Fatigue': True}}},\n", + " {'consult_id': 26280,\n", + " 'disease_tag': 'Conjunctivitis due to allergy',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Itchiness of eye': True, 'Lacrimation': True}}},\n", + " {'consult_id': 23786,\n", + " 'disease_tag': 'Fracture of the rib',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Rib pain': True},\n", + " 'implicit_inform_slots': {'Sharp chest pain': True, 'Hip pain': True}}},\n", + " {'consult_id': 8166,\n", + " 'disease_tag': 'Diabetic peripheral neuropathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Foot or toe pain': True}}},\n", + " {'consult_id': 8978,\n", + " 'disease_tag': 'Diabetic peripheral neuropathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lymphedema': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 7067,\n", + " 'disease_tag': 'Acanthosis nigricans',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weight gain': True},\n", + " 'implicit_inform_slots': {'Skin lesion': True}}},\n", + " {'consult_id': 29595,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Retention of urine': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 6253,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True}}},\n", + " {'consult_id': 2140,\n", + " 'disease_tag': 'Connective tissue disorder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Feeling ill': True},\n", + " 'implicit_inform_slots': {'Foot or toe pain': True,\n", + " 'Paresthesia': True,\n", + " 'Lymphedema': True}}},\n", + " {'consult_id': 4689,\n", + " 'disease_tag': 'Corneal disorder',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Symptoms of eye': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True, 'Pain in eye': True}}},\n", + " {'consult_id': 16278,\n", + " 'disease_tag': 'Actinic keratosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Irregular appearing scalp': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Skin lesion': True,\n", + " 'Skin rash': True}}},\n", + " {'consult_id': 16980,\n", + " 'disease_tag': 'Complex regional pain syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Ache all over': True,\n", + " 'Arm pain': True,\n", + " 'Low back pain': True,\n", + " 'Neck pain': True,\n", + " 'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 26264,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Problems with movement': True},\n", + " 'implicit_inform_slots': {'Weakness': True,\n", + " 'Leg weakness': True,\n", + " 'Abnormal involuntary movements': True,\n", + " 'Back pain': True,\n", + " 'Difficulty in swallowing': True,\n", + " 'Leg pain': True,\n", + " 'Muscle weakness': True}}},\n", + " {'consult_id': 5008,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Lacrimation': True,\n", + " 'Abnormal movement of eyelid': True,\n", + " 'Symptoms of eye': True,\n", + " 'Eye redness': True,\n", + " 'Swollen eye': True,\n", + " 'White discharge from eye': True,\n", + " 'Itchiness of eye': True}}},\n", + " {'consult_id': 28586,\n", + " 'disease_tag': 'Concussion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sleepiness': True},\n", + " 'implicit_inform_slots': {'Headache': True}}},\n", + " {'consult_id': 22356,\n", + " 'disease_tag': 'Fracture of the rib',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Side pain': True},\n", + " 'implicit_inform_slots': {'Rib pain': True,\n", + " 'Back pain': True,\n", + " 'Ache all over': True,\n", + " 'Shortness of breath': True}}},\n", + " {'consult_id': 10832,\n", + " 'disease_tag': 'Alzheimer disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Disturbance of memory': True,\n", + " 'Depression': True}}},\n", + " {'consult_id': 16384,\n", + " 'disease_tag': 'Conversion disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sweating': True},\n", + " 'implicit_inform_slots': {'Seizures': True,\n", + " 'Depression': True,\n", + " 'Cough': True,\n", + " 'Focal weakness': True}}},\n", + " {'consult_id': 16435,\n", + " 'disease_tag': 'Conversion disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Seizures': True},\n", + " 'implicit_inform_slots': {'Weakness': True,\n", + " 'Sore throat': True,\n", + " 'Fainting': True}}},\n", + " {'consult_id': 8781,\n", + " 'disease_tag': 'Endophthalmitis',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Eye redness': True,\n", + " 'Swollen eye': True}}},\n", + " {'consult_id': 16453,\n", + " 'disease_tag': 'Chondromalacia of the patella',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 24280,\n", + " 'disease_tag': 'Complex regional pain syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Leg pain': True,\n", + " 'Foot or toe pain': True,\n", + " 'Back pain': True}}},\n", + " {'consult_id': 14756,\n", + " 'disease_tag': 'Endophthalmitis',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Foot or toe pain': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Eye redness': True,\n", + " 'Swollen eye': True}}},\n", + " {'consult_id': 21886,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lower body pain': True},\n", + " 'implicit_inform_slots': {'Low back pain': True,\n", + " 'Hip pain': True,\n", + " 'Paresthesia': True}}},\n", + " {'consult_id': 24412,\n", + " 'disease_tag': 'Chronic back pain',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 22252,\n", + " 'disease_tag': 'Gas gangrene',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp abdominal pain': True},\n", + " 'implicit_inform_slots': {'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True}}},\n", + " {'consult_id': 23841,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Nausea': True},\n", + " 'implicit_inform_slots': {'Headache': True, 'Dizziness': True}}},\n", + " {'consult_id': 8960,\n", + " 'disease_tag': 'Fibromyalgia',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Neck pain': True,\n", + " 'Muscle pain': True,\n", + " 'Shoulder pain': True,\n", + " 'Sharp chest pain': True,\n", + " 'Hip pain': True}}},\n", + " {'consult_id': 3890,\n", + " 'disease_tag': 'Cystic Fibrosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hemoptysis': True},\n", + " 'implicit_inform_slots': {'Feeling ill': True}}},\n", + " {'consult_id': 733,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Painful menstruation': True},\n", + " 'implicit_inform_slots': {'Pelvic pain': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Infertility': True,\n", + " 'Chills': True}}},\n", + " {'consult_id': 7764,\n", + " 'disease_tag': 'Endometrial hyperplasia',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Involuntary urination': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 16195,\n", + " 'disease_tag': 'Erythema multiforme',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Coryza': True,\n", + " 'Fluid retention': True}}},\n", + " {'consult_id': 15036,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lacrimation': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Symptoms of eye': True,\n", + " 'Foreign body sensation in eye': True,\n", + " 'Swollen eye': True,\n", + " 'Itchiness of eye': True}}},\n", + " {'consult_id': 28214,\n", + " 'disease_tag': 'Cerebral edema',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Neck pain': True,\n", + " 'Vomiting': True,\n", + " 'Difficulty speaking': True,\n", + " 'Loss of sensation': True,\n", + " 'Dizziness': True}}},\n", + " {'consult_id': 13688,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True,\n", + " 'Disturbance of memory': True,\n", + " 'Arm stiffness or tightness': True}}},\n", + " {'consult_id': 7444,\n", + " 'disease_tag': 'Dermatitis due to sun exposure',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {'Skin dryness, peeling, scaliness, or roughness': True}}},\n", + " {'consult_id': 7833,\n", + " 'disease_tag': 'Fibrocystic breast disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Bleeding or discharge from nipple': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 27727,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Low back pain': True,\n", + " 'Lower body pain': True,\n", + " 'Rib pain': True}}},\n", + " {'consult_id': 17963,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Itching of skin': True,\n", + " 'Abnormal appearing skin': True,\n", + " 'Skin lesion': True,\n", + " 'Skin swelling': True,\n", + " 'Acne or pimples': True}}},\n", + " {'consult_id': 19055,\n", + " 'disease_tag': 'Chlamydia',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Penile discharge': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Painful urination': True,\n", + " 'Vaginal pain': True}}},\n", + " {'consult_id': 19775,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hand or finger pain': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True, 'Wrist pain': True}}},\n", + " {'consult_id': 24105,\n", + " 'disease_tag': 'Chondromalacia of the patella',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {'Leg pain': True, 'Joint pain': True}}},\n", + " {'consult_id': 20883,\n", + " 'disease_tag': 'Endometrial hyperplasia',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal size or shape of ear': True},\n", + " 'implicit_inform_slots': {'Unpredictable menstruation': True}}},\n", + " {'consult_id': 13432,\n", + " 'disease_tag': 'Chalazion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eyelid lesion or rash': True},\n", + " 'implicit_inform_slots': {'Mass on eyelid': True,\n", + " 'Pain in eye': True,\n", + " 'Swollen eye': True,\n", + " 'Eye redness': True,\n", + " 'Eyelid swelling': True,\n", + " 'Skin growth': True,\n", + " 'Foreign body sensation in eye': True}}},\n", + " {'consult_id': 28995,\n", + " 'disease_tag': 'Guillain Barre syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg weakness': True},\n", + " 'implicit_inform_slots': {'Ache all over': True}}},\n", + " {'consult_id': 15167,\n", + " 'disease_tag': 'Eczema',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True}}},\n", + " {'consult_id': 7485,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp chest pain': True},\n", + " 'implicit_inform_slots': {'Nausea': True,\n", + " 'Symptoms of the kidneys': True,\n", + " 'Peripheral edema': True,\n", + " 'Retention of urine': True}}},\n", + " {'consult_id': 26444,\n", + " 'disease_tag': 'Gout',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Foot or toe pain': True},\n", + " 'implicit_inform_slots': {'Knee pain': True}}},\n", + " {'consult_id': 8136,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg cramps or spasms': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 8347,\n", + " 'disease_tag': 'Chronic kidney disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 12245,\n", + " 'disease_tag': 'Eczema',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {'Itching of skin': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Skin lesion': True}}},\n", + " {'consult_id': 19685,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {'Fatigue': True,\n", + " 'Anxiety and nervousness': True,\n", + " 'Abnormal appearing skin': True}}},\n", + " {'consult_id': 28472,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diarrhea': True},\n", + " 'implicit_inform_slots': {'Nausea': True,\n", + " 'Dizziness': True,\n", + " 'Vomiting': True}}},\n", + " {'consult_id': 15554,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pelvic pain': True},\n", + " 'implicit_inform_slots': {'Hot flashes': True}}},\n", + " {'consult_id': 4020,\n", + " 'disease_tag': 'Cat scratch disease',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck swelling': True},\n", + " 'implicit_inform_slots': {'Skin swelling': True,\n", + " 'Skin rash': True,\n", + " 'Loss of sensation': True,\n", + " 'Skin lesion': True,\n", + " 'Fever': True,\n", + " 'Swollen eye': True}}},\n", + " {'consult_id': 7507,\n", + " 'disease_tag': 'Cushing syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 7581,\n", + " 'disease_tag': 'Acanthosis nigricans',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 10511,\n", + " 'disease_tag': 'Amyloidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Symptoms of the kidneys': True},\n", + " 'implicit_inform_slots': {'Fatigue': True, 'Eye strain': True}}},\n", + " {'consult_id': 13252,\n", + " 'disease_tag': 'Factitious disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Disturbance of memory': True},\n", + " 'implicit_inform_slots': {'Paresthesia': True, 'Lip swelling': True}}},\n", + " {'consult_id': 11804,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True}}},\n", + " {'consult_id': 12797,\n", + " 'disease_tag': 'Cerebral edema',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Neck pain': True,\n", + " 'Loss of sensation': True,\n", + " 'Nausea': True}}},\n", + " {'consult_id': 27399,\n", + " 'disease_tag': 'Chancroid',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder cramps or spasms': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Knee lump or mass': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 20881,\n", + " 'disease_tag': 'Factitious disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lip swelling': True},\n", + " 'implicit_inform_slots': {'Disturbance of memory': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Depression': True,\n", + " 'Elbow cramps or spasms': True}}},\n", + " {'consult_id': 12989,\n", + " 'disease_tag': 'Conjunctivitis due to allergy',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sneezing': True},\n", + " 'implicit_inform_slots': {'Eye redness': True,\n", + " 'Itchiness of eye': True,\n", + " 'Pain in eye': True}}},\n", + " {'consult_id': 17543,\n", + " 'disease_tag': 'Fibrocystic breast disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lump or mass of breast': True},\n", + " 'implicit_inform_slots': {'Frequent menstruation': True}}},\n", + " {'consult_id': 14243,\n", + " 'disease_tag': 'Alzheimer disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Disturbance of memory': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True}}},\n", + " {'consult_id': 27620,\n", + " 'disease_tag': 'Chronic pain disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Low back pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Knee pain': True}}},\n", + " {'consult_id': 16302,\n", + " 'disease_tag': 'Corneal disorder',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Lacrimation': True}}},\n", + " {'consult_id': 4141,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Chills': True},\n", + " 'implicit_inform_slots': {'Sharp abdominal pain': True,\n", + " 'Burning abdominal pain': True,\n", + " 'Intermenstrual bleeding': True}}},\n", + " {'consult_id': 28270,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Hand or finger pain': True,\n", + " 'Paresthesia': True,\n", + " 'Neck pain': True}}},\n", + " {'consult_id': 15073,\n", + " 'disease_tag': 'Air embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive anger': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Shoulder cramps or spasms': True,\n", + " 'Ankle pain': True,\n", + " 'Wrist pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True,\n", + " 'Fatigue': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 24260,\n", + " 'disease_tag': 'Decubitus ulcer',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 16902,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Neck stiffness or tightness': True},\n", + " 'implicit_inform_slots': {'Nausea': True}}},\n", + " {'consult_id': 4288,\n", + " 'disease_tag': 'Extrapyramidal effect of drugs',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True,\n", + " 'Anxiety and nervousness': True,\n", + " 'Nausea': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 27253,\n", + " 'disease_tag': 'Factitious disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Disturbance of memory': True}}},\n", + " {'consult_id': 24237,\n", + " 'disease_tag': 'Guillain Barre syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True}}},\n", + " {'consult_id': 4414,\n", + " 'disease_tag': 'Fibrocystic breast disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain or soreness of breast': True},\n", + " 'implicit_inform_slots': {'Lump or mass of breast': True}}},\n", + " {'consult_id': 6368,\n", + " 'disease_tag': 'Degenerative disc disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Arm pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True, 'Leg pain': True}}},\n", + " {'consult_id': 22368,\n", + " 'disease_tag': 'Chalazion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Mass on eyelid': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Eyelid lesion or rash': True,\n", + " 'Diminished vision': True,\n", + " 'Itchiness of eye': True,\n", + " 'Foreign body sensation in eye': True}}},\n", + " {'consult_id': 6703,\n", + " 'disease_tag': 'Adjustment reaction',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Excessive anger': True,\n", + " 'Temper problems': True}}},\n", + " {'consult_id': 19963,\n", + " 'disease_tag': 'Cystitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Painful urination': True},\n", + " 'implicit_inform_slots': {'Suprapubic pain': True,\n", + " 'Frequent urination': True,\n", + " 'Sharp abdominal pain': True}}},\n", + " {'consult_id': 13558,\n", + " 'disease_tag': 'Epididymitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Swelling of scrotum': True},\n", + " 'implicit_inform_slots': {'Pain in testicles': True, 'Groin pain': True}}},\n", + " {'consult_id': 12228,\n", + " 'disease_tag': 'Concussion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Headache': True},\n", + " 'implicit_inform_slots': {'Dizziness': True,\n", + " 'Neck pain': True,\n", + " 'Vomiting': True}}},\n", + " {'consult_id': 12335,\n", + " 'disease_tag': 'Corneal abrasion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished vision': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True, 'Eye redness': True}}},\n", + " {'consult_id': 15560,\n", + " 'disease_tag': 'Complex regional pain syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ache all over': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True, 'Paresthesia': True}}},\n", + " {'consult_id': 25323,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Skin rash': True}}},\n", + " {'consult_id': 14293,\n", + " 'disease_tag': 'Acute glaucoma',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Spots or clouds in vision': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True}}},\n", + " {'consult_id': 23422,\n", + " 'disease_tag': 'Anxiety',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depressive or psychotic symptoms': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Depression': True}}},\n", + " {'consult_id': 25402,\n", + " 'disease_tag': 'Flat feet',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Foot or toe pain': True},\n", + " 'implicit_inform_slots': {'Retention of urine': True}}},\n", + " {'consult_id': 16414,\n", + " 'disease_tag': 'Chronic kidney disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 5925,\n", + " 'disease_tag': 'Acute glaucoma',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished vision': True},\n", + " 'implicit_inform_slots': {'Symptoms of eye': True}}},\n", + " {'consult_id': 21182,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Nausea': True},\n", + " 'implicit_inform_slots': {'Headache': True,\n", + " 'Dizziness': True,\n", + " 'Depressive or psychotic symptoms': True,\n", + " 'Sleepiness': True,\n", + " 'Frontal headache': True,\n", + " 'Fainting': True}}},\n", + " {'consult_id': 7269,\n", + " 'disease_tag': 'Diaper rash',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diarrhea': True},\n", + " 'implicit_inform_slots': {'Cough': True, 'Nasal congestion': True}}},\n", + " {'consult_id': 5043,\n", + " 'disease_tag': 'Alzheimer disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Disturbance of memory': True}}},\n", + " {'consult_id': 4326,\n", + " 'disease_tag': 'Epididymitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Painful urination': True},\n", + " 'implicit_inform_slots': {'Pain in testicles': True,\n", + " 'Swelling of scrotum': True,\n", + " 'Groin pain': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Side pain': True}}},\n", + " {'consult_id': 5350,\n", + " 'disease_tag': 'Cyst of the eyelid',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Mass on eyelid': True},\n", + " 'implicit_inform_slots': {'Skin growth': True,\n", + " 'Diminished vision': True,\n", + " 'Wrinkles on skin': True,\n", + " 'Abnormal movement of eyelid': True,\n", + " 'Skin rash': True}}},\n", + " {'consult_id': 16737,\n", + " 'disease_tag': 'Degenerative disc disease',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lower body pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Leg pain': True,\n", + " 'Neck pain': True,\n", + " 'Hip pain': True,\n", + " 'Ache all over': True,\n", + " 'Paresthesia': True,\n", + " 'Joint pain': True}}},\n", + " {'consult_id': 10194,\n", + " 'disease_tag': 'Connective tissue disorder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Paresthesia': True},\n", + " 'implicit_inform_slots': {'Joint pain': True,\n", + " 'Skin rash': True,\n", + " 'Foot or toe pain': True,\n", + " 'Fever': True,\n", + " 'Arm pain': True,\n", + " 'Headache': True,\n", + " 'Difficulty in swallowing': True}}},\n", + " {'consult_id': 390,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Blood in urine': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Symptoms of the kidneys': True,\n", + " 'Peripheral edema': True}}},\n", + " {'consult_id': 19927,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Long menstrual periods': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True}}},\n", + " {'consult_id': 10347,\n", + " 'disease_tag': 'Endometrial hyperplasia',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Heavy menstrual flow': True},\n", + " 'implicit_inform_slots': {'Pelvic pain': True,\n", + " 'Elbow cramps or spasms': True}}},\n", + " {'consult_id': 7510,\n", + " 'disease_tag': 'Guillain Barre syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weakness': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Fever': True,\n", + " 'Ache all over': True,\n", + " 'Paresthesia': True,\n", + " 'Hand or finger pain': True}}},\n", + " {'consult_id': 2042,\n", + " 'disease_tag': 'Chagas disease',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee lump or mass': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Wrist pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Fatigue': True}}},\n", + " {'consult_id': 28484,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist pain': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Hand or finger pain': True,\n", + " 'Hand or finger weakness': True}}},\n", + " {'consult_id': 3584,\n", + " 'disease_tag': 'Dissociative disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Low self-esteem': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True,\n", + " 'Anxiety and nervousness': True}}},\n", + " {'consult_id': 11183,\n", + " 'disease_tag': 'Actinic keratosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Abnormal appearing skin': True},\n", + " 'implicit_inform_slots': {'Skin lesion': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Skin moles': True}}},\n", + " {'consult_id': 16132,\n", + " 'disease_tag': 'Corneal disorder',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itchiness of eye': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Pain in eye': True,\n", + " 'Eye redness': True,\n", + " 'Foreign body sensation in eye': True}}},\n", + " {'consult_id': 1825,\n", + " 'disease_tag': 'Complex regional pain syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Low back pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True}}},\n", + " {'consult_id': 11208,\n", + " 'disease_tag': 'Fluid overload',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fluid retention': True},\n", + " 'implicit_inform_slots': {'Difficulty breathing': True}}},\n", + " {'consult_id': 18477,\n", + " 'disease_tag': 'Fracture of the pelvis',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Delusions or hallucinations': True},\n", + " 'implicit_inform_slots': {'Groin pain': True}}},\n", + " {'consult_id': 14194,\n", + " 'disease_tag': 'Diabetic retinopathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Diminished vision': True,\n", + " 'Itchiness of eye': True,\n", + " 'Bleeding from eye': True}}},\n", + " {'consult_id': 18629,\n", + " 'disease_tag': 'Graves disease',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 26366,\n", + " 'disease_tag': 'Allergy',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Allergic reaction': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Peripheral edema': True,\n", + " 'Itchiness of eye': True}}},\n", + " {'consult_id': 8341,\n", + " 'disease_tag': 'Decubitus ulcer',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 16507,\n", + " 'disease_tag': 'Concussion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Headache': True}}},\n", + " {'consult_id': 2956,\n", + " 'disease_tag': 'Chickenpox',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Itching of skin': True,\n", + " 'Pain in testicles': True}}},\n", + " {'consult_id': 7447,\n", + " 'disease_tag': 'Erythema multiforme',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Difficulty in swallowing': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Fever': True,\n", + " 'Itching of skin': True}}},\n", + " {'consult_id': 14734,\n", + " 'disease_tag': 'Diaper rash',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cough': True},\n", + " 'implicit_inform_slots': {'Nasal congestion': True, 'Skin rash': True}}},\n", + " {'consult_id': 23407,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infrequent menstruation': True},\n", + " 'implicit_inform_slots': {'Intermenstrual bleeding': True,\n", + " 'Vaginal itching': True,\n", + " 'Cramps and spasms': True}}},\n", + " {'consult_id': 29945,\n", + " 'disease_tag': 'Epidural hemorrhage',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Side pain': True},\n", + " 'implicit_inform_slots': {'Dizziness': True,\n", + " 'Leg pain': True,\n", + " 'Emotional symptoms': True}}},\n", + " {'consult_id': 17415,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Nausea': True},\n", + " 'implicit_inform_slots': {'Weakness': True, 'Sharp chest pain': True}}},\n", + " {'consult_id': 10378,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Retention of urine': True},\n", + " 'implicit_inform_slots': {'Impotence': True}}},\n", + " {'consult_id': 2433,\n", + " 'disease_tag': 'Diabetes insipidus',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive appetite': True},\n", + " 'implicit_inform_slots': {'Difficulty in swallowing': True}}},\n", + " {'consult_id': 9248,\n", + " 'disease_tag': 'Acanthosis nigricans',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Weight gain': True,\n", + " 'Allergic reaction': True,\n", + " 'Apnea': True}}},\n", + " {'consult_id': 1795,\n", + " 'disease_tag': 'Conductive hearing loss',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ringing in ear': True},\n", + " 'implicit_inform_slots': {'Diminished hearing': True,\n", + " 'Plugged feeling in ear': True,\n", + " 'Dizziness': True}}},\n", + " {'consult_id': 10231,\n", + " 'disease_tag': 'Actinic keratosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Skin growth': True}}},\n", + " {'consult_id': 2296,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Painful menstruation': True},\n", + " 'implicit_inform_slots': {'Pelvic pain': True}}},\n", + " {'consult_id': 92,\n", + " 'disease_tag': 'Dermatitis due to sun exposure',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin moles': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Skin rash': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True,\n", + " 'Irregular appearing scalp': True,\n", + " 'Skin swelling': True}}},\n", + " {'consult_id': 25043,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Lower abdominal pain': True},\n", + " 'implicit_inform_slots': {'Painful menstruation': True,\n", + " 'Hot flashes': True}}},\n", + " {'consult_id': 28281,\n", + " 'disease_tag': 'Fluid overload',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp abdominal pain': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Peripheral edema': True,\n", + " 'Fluid retention': True,\n", + " 'Leg swelling': True,\n", + " 'Difficulty breathing': True}}},\n", + " {'consult_id': 29064,\n", + " 'disease_tag': 'Corneal abrasion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Symptoms of eye': True, 'Swollen eye': True}}},\n", + " {'consult_id': 24726,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Acne or pimples': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 9338,\n", + " 'disease_tag': 'Gonorrhea',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Penile discharge': True},\n", + " 'implicit_inform_slots': {'Vaginal discharge': True,\n", + " 'Paresthesia': True,\n", + " 'Spotting or bleeding during pregnancy': True,\n", + " 'Cramps and spasms': True}}},\n", + " {'consult_id': 6122,\n", + " 'disease_tag': 'Diabetic retinopathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 2568,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg weakness': True},\n", + " 'implicit_inform_slots': {'Leg pain': True}}},\n", + " {'consult_id': 15954,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hand or finger pain': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True, 'Arm pain': True}}},\n", + " {'consult_id': 24299,\n", + " 'disease_tag': 'Guillain Barre syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg weakness': True},\n", + " 'implicit_inform_slots': {'Leg pain': True,\n", + " 'Loss of sensation': True,\n", + " 'Fever': True,\n", + " 'Ache all over': True,\n", + " 'Dizziness': True,\n", + " 'Paresthesia': True,\n", + " 'Weakness': True}}},\n", + " {'consult_id': 23469,\n", + " 'disease_tag': 'Diabetic ketoacidosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp abdominal pain': True},\n", + " 'implicit_inform_slots': {'Vomiting': True,\n", + " 'Weakness': True,\n", + " 'Diarrhea': True}}},\n", + " {'consult_id': 23659,\n", + " 'disease_tag': 'Gas gangrene',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp abdominal pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 14549,\n", + " 'disease_tag': 'Erythema multiforme',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Itching of skin': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Fever': True,\n", + " 'Pain in eye': True}}},\n", + " {'consult_id': 5466,\n", + " 'disease_tag': 'Endometrial hyperplasia',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal discharge': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True,\n", + " 'Pelvic pain': True}}},\n", + " {'consult_id': 28808,\n", + " 'disease_tag': 'Carpal tunnel syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Wrist pain': True},\n", + " 'implicit_inform_slots': {'Loss of sensation': True,\n", + " 'Hand or finger pain': True,\n", + " 'Paresthesia': True}}},\n", + " {'consult_id': 17817,\n", + " 'disease_tag': 'Conductive hearing loss',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Low self-esteem': True},\n", + " 'implicit_inform_slots': {'Ringing in ear': True}}},\n", + " {'consult_id': 895,\n", + " 'disease_tag': 'Actinic keratosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin dryness, peeling, scaliness, or roughness': True},\n", + " 'implicit_inform_slots': {'Irregular appearing scalp': True}}},\n", + " {'consult_id': 13699,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Frequent urination': True}}},\n", + " {'consult_id': 11968,\n", + " 'disease_tag': 'Fibrocystic breast disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain or soreness of breast': True},\n", + " 'implicit_inform_slots': {'Leg cramps or spasms': True}}},\n", + " {'consult_id': 24925,\n", + " 'disease_tag': 'Chronic kidney disease',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shortness of breath': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 26133,\n", + " 'disease_tag': 'Carcinoid syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Involuntary urination': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 27788,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin lesion': True},\n", + " 'implicit_inform_slots': {'Skin rash': True,\n", + " 'Abnormal appearing skin': True,\n", + " 'Skin dryness, peeling, scaliness, or roughness': True}}},\n", + " {'consult_id': 294,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Low back pain': True,\n", + " 'Knee pain': True,\n", + " 'Ache all over': True,\n", + " 'Stiffness all over': True}}},\n", + " {'consult_id': 9038,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Intermenstrual bleeding': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 12997,\n", + " 'disease_tag': 'Essential tremor',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Muscle pain': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True}}},\n", + " {'consult_id': 15023,\n", + " 'disease_tag': 'Fluid overload',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hand or finger swelling': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Peripheral edema': True,\n", + " 'Sharp abdominal pain': True,\n", + " 'Nausea': True,\n", + " 'Cough': True,\n", + " 'Sharp chest pain': True}}},\n", + " {'consult_id': 12149,\n", + " 'disease_tag': 'Fat embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain during pregnancy': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Ankle pain': True,\n", + " 'Excessive anger': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True,\n", + " 'Fatigue': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 15135,\n", + " 'disease_tag': 'Diabetic peripheral neuropathy',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Foot or toe pain': True},\n", + " 'implicit_inform_slots': {'Skin lesion': True}}},\n", + " {'consult_id': 28308,\n", + " 'disease_tag': 'Epidural hemorrhage',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Back pain': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True,\n", + " 'Side pain': True}}},\n", + " {'consult_id': 27922,\n", + " 'disease_tag': 'Complex regional pain syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sensation': True},\n", + " 'implicit_inform_slots': {'Foot or toe pain': True, 'Arm pain': True}}},\n", + " {'consult_id': 1716,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder stiffness or tightness': True},\n", + " 'implicit_inform_slots': {'Shoulder pain': True, 'Neck pain': True}}},\n", + " {'consult_id': 21088,\n", + " 'disease_tag': 'Concussion',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sleepiness': True},\n", + " 'implicit_inform_slots': {'Headache': True, 'Neck pain': True}}},\n", + " {'consult_id': 6093,\n", + " 'disease_tag': 'Conductive hearing loss',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished hearing': True},\n", + " 'implicit_inform_slots': {'Ear pain': True,\n", + " 'Plugged feeling in ear': True,\n", + " 'Ringing in ear': True}}},\n", + " {'consult_id': 15762,\n", + " 'disease_tag': 'Gout',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hand or finger pain': True},\n", + " 'implicit_inform_slots': {'Foot or toe pain': True, 'Knee pain': True}}},\n", + " {'consult_id': 14330,\n", + " 'disease_tag': 'Acute kidney injury',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Kidney mass': True},\n", + " 'implicit_inform_slots': {'Blood in urine': True}}},\n", + " {'consult_id': 27297,\n", + " 'disease_tag': 'Allergy',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cough': True},\n", + " 'implicit_inform_slots': {'Skin rash': True, 'Allergic reaction': True}}},\n", + " {'consult_id': 1325,\n", + " 'disease_tag': 'Allergy',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Swollen tongue': True},\n", + " 'implicit_inform_slots': {'Skin rash': True, 'Cough': True}}},\n", + " {'consult_id': 16941,\n", + " 'disease_tag': 'Essential tremor',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Abnormal involuntary movements': True,\n", + " 'Loss of sensation': True}}},\n", + " {'consult_id': 20996,\n", + " 'disease_tag': 'Female infertility of unknown cause',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infertility': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 17320,\n", + " 'disease_tag': 'Drug abuse cocaine',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp chest pain': True},\n", + " 'implicit_inform_slots': {'Drug abuse': True}}},\n", + " {'consult_id': 16357,\n", + " 'disease_tag': 'Eating disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Difficulty eating': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True}}},\n", + " {'consult_id': 5615,\n", + " 'disease_tag': 'De Quervain disease',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Arm pain': True},\n", + " 'implicit_inform_slots': {'Wrist pain': True,\n", + " 'Hand or finger swelling': True}}},\n", + " {'consult_id': 21682,\n", + " 'disease_tag': 'Cerebral edema',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Focal weakness': True},\n", + " 'implicit_inform_slots': {'Neck pain': True, 'Vomiting': True}}},\n", + " {'consult_id': 27134,\n", + " 'disease_tag': 'Ectropion',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Symptoms of eye': True,\n", + " 'Eye redness': True,\n", + " 'Itchiness of eye': True}}},\n", + " {'consult_id': 6067,\n", + " 'disease_tag': 'Carbon monoxide poisoning',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 28521,\n", + " 'disease_tag': 'Acute glaucoma',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Eye redness': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Spots or clouds in vision': True}}},\n", + " {'consult_id': 28451,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Acne or pimples': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 23360,\n", + " 'disease_tag': 'Acanthosis nigricans',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weight gain': True},\n", + " 'implicit_inform_slots': {'Pain or soreness of breast': True,\n", + " 'Warts': True}}},\n", + " {'consult_id': 28520,\n", + " 'disease_tag': 'Conjunctivitis due to allergy',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Symptoms of eye': True},\n", + " 'implicit_inform_slots': {'Itchiness of eye': True,\n", + " 'Pain in eye': True,\n", + " 'Nasal congestion': True,\n", + " 'Swollen eye': True,\n", + " 'Allergic reaction': True}}},\n", + " {'consult_id': 13700,\n", + " 'disease_tag': 'Decubitus ulcer',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Disturbance of smell or taste': True},\n", + " 'implicit_inform_slots': {'Skin on leg or foot looks infected': True}}},\n", + " {'consult_id': 21789,\n", + " 'disease_tag': 'Dengue fever',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pain in eye': True},\n", + " 'implicit_inform_slots': {'Sore throat': True,\n", + " 'Fever': True,\n", + " 'Wrist pain': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Facial pain': True}}},\n", + " {'consult_id': 16564,\n", + " 'disease_tag': 'Carcinoid syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Excessive growth': True},\n", + " 'implicit_inform_slots': {'Involuntary urination': True,\n", + " 'Shoulder swelling': True}}},\n", + " {'consult_id': 7352,\n", + " 'disease_tag': 'Amyotrophic lateral sclerosis ALS',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Weakness': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 2362,\n", + " 'disease_tag': 'Fat embolism',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder cramps or spasms': True},\n", + " 'implicit_inform_slots': {'Pain in eye': True,\n", + " 'Facial pain': True,\n", + " 'Pain during pregnancy': True,\n", + " 'Joint stiffness or tightness': True,\n", + " 'Pain or soreness of breast': True,\n", + " 'Knee lump or mass': True,\n", + " 'Excessive urination at night': True}}},\n", + " {'consult_id': 14405,\n", + " 'disease_tag': 'Gout',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Ankle pain': True},\n", + " 'implicit_inform_slots': {'Knee pain': True}}},\n", + " {'consult_id': 13185,\n", + " 'disease_tag': 'Epidural hemorrhage',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Dizziness': True},\n", + " 'implicit_inform_slots': {'Depressive or psychotic symptoms': True,\n", + " 'Leg pain': True,\n", + " 'Feeling hot and cold': True}}},\n", + " {'consult_id': 11448,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal bleeding after menopause': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 22805,\n", + " 'disease_tag': 'Epididymitis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Swelling of scrotum': True},\n", + " 'implicit_inform_slots': {'Pain in testicles': True}}},\n", + " {'consult_id': 20060,\n", + " 'disease_tag': 'Complex regional pain syndrome',\n", + " 'group_id': '6',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Leg pain': True},\n", + " 'implicit_inform_slots': {'Foot or toe pain': True,\n", + " 'Low back pain': True,\n", + " 'Neck pain': True,\n", + " 'Abnormal involuntary movements': True,\n", + " 'Problems with movement': True}}},\n", + " {'consult_id': 25994,\n", + " 'disease_tag': 'Decubitus ulcer',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Difficulty speaking': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 12982,\n", + " 'disease_tag': 'Endometrial cancer',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Vaginal bleeding after menopause': True},\n", + " 'implicit_inform_slots': {'Absence of menstruation': True}}},\n", + " {'consult_id': 14515,\n", + " 'disease_tag': 'Eating disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Anxiety and nervousness': True,\n", + " 'Depressive or psychotic symptoms': True}}},\n", + " {'consult_id': 21591,\n", + " 'disease_tag': 'Fluid overload',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp abdominal pain': True},\n", + " 'implicit_inform_slots': {'Shortness of breath': True,\n", + " 'Peripheral edema': True,\n", + " 'Difficulty breathing': True,\n", + " 'Vomiting': True}}},\n", + " {'consult_id': 675,\n", + " 'disease_tag': 'Conversion disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Seizures': True,\n", + " 'Allergic reaction': True,\n", + " 'Fainting': True}}},\n", + " {'consult_id': 7465,\n", + " 'disease_tag': 'Endometrial hyperplasia',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Unpredictable menstruation': True},\n", + " 'implicit_inform_slots': {'Vaginal bleeding after menopause': True,\n", + " 'Heavy menstrual flow': True}}},\n", + " {'consult_id': 12807,\n", + " 'disease_tag': 'Dermatitis due to sun exposure',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Abnormal appearing skin': True,\n", + " 'Irregular appearing scalp': True,\n", + " 'Lack of growth': True}}},\n", + " {'consult_id': 859,\n", + " 'disease_tag': 'Dissociative disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Anxiety and nervousness': True},\n", + " 'implicit_inform_slots': {'Low self-esteem': True,\n", + " 'Excessive anger': True}}},\n", + " {'consult_id': 11444,\n", + " 'disease_tag': 'Graves disease',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fatigue': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 17837,\n", + " 'disease_tag': 'Erectile dysfunction',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Retention of urine': True},\n", + " 'implicit_inform_slots': {'Impotence': True}}},\n", + " {'consult_id': 27930,\n", + " 'disease_tag': 'Dengue fever',\n", + " 'group_id': '1',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Fever': True},\n", + " 'implicit_inform_slots': {'Sore throat': True, 'Excessive anger': True}}},\n", + " {'consult_id': 692,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Low back pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True,\n", + " 'Leg pain': True,\n", + " 'Knee pain': True,\n", + " 'Elbow pain': True}}},\n", + " {'consult_id': 28413,\n", + " 'disease_tag': 'Drug abuse cocaine',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Drug abuse': True},\n", + " 'implicit_inform_slots': {'Depression': True}}},\n", + " {'consult_id': 14003,\n", + " 'disease_tag': 'Cyst of the eyelid',\n", + " 'group_id': '7',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Diminished vision': True},\n", + " 'implicit_inform_slots': {'Mass on eyelid': True,\n", + " 'Symptoms of eye': True,\n", + " 'Itchiness of eye': True}}},\n", + " {'consult_id': 28328,\n", + " 'disease_tag': 'Contact dermatitis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Acne or pimples': True}}},\n", + " {'consult_id': 5579,\n", + " 'disease_tag': 'Graves disease',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Palpitations': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 21023,\n", + " 'disease_tag': 'Female infertility of unknown cause',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Infertility': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 12171,\n", + " 'disease_tag': 'Female infertility of unknown cause',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Long menstrual periods': True},\n", + " 'implicit_inform_slots': {'Infertility': True}}},\n", + " {'consult_id': 20921,\n", + " 'disease_tag': 'Conversion disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Depression': True},\n", + " 'implicit_inform_slots': {'Seizures': True,\n", + " 'Allergic reaction': True,\n", + " 'Weakness': True,\n", + " 'Abnormal involuntary movements': True,\n", + " 'Fatigue': True,\n", + " 'Focal weakness': True}}},\n", + " {'consult_id': 8437,\n", + " 'disease_tag': 'Acne',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin moles': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 14738,\n", + " 'disease_tag': 'Flat feet',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Knee pain': True},\n", + " 'implicit_inform_slots': {'Problems with movement': True}}},\n", + " {'consult_id': 25422,\n", + " 'disease_tag': 'Fracture of the rib',\n", + " 'group_id': '19',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Sharp chest pain': True},\n", + " 'implicit_inform_slots': {'Rib pain': True,\n", + " 'Side pain': True,\n", + " 'Ache all over': True}}},\n", + " {'consult_id': 7582,\n", + " 'disease_tag': 'Ankylosing spondylitis',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Hip pain': True},\n", + " 'implicit_inform_slots': {'Back pain': True}}},\n", + " {'consult_id': 22789,\n", + " 'disease_tag': 'Conversion disorder',\n", + " 'group_id': '5',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Seizures': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 1443,\n", + " 'disease_tag': 'Endometriosis',\n", + " 'group_id': '14',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Pelvic pain': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 17011,\n", + " 'disease_tag': 'Cystic Fibrosis',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Cough': True},\n", + " 'implicit_inform_slots': {}}},\n", + " {'consult_id': 21668,\n", + " 'disease_tag': 'Carcinoid syndrome',\n", + " 'group_id': '4',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Loss of sex drive': True},\n", + " 'implicit_inform_slots': {'Involuntary urination': True,\n", + " 'Itchy eyelid': True}}},\n", + " {'consult_id': 1909,\n", + " 'disease_tag': 'Adhesive capsulitis of the shoulder',\n", + " 'group_id': '13',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Shoulder pain': True},\n", + " 'implicit_inform_slots': {'Shoulder stiffness or tightness': True,\n", + " 'Neck pain': True,\n", + " 'Elbow pain': True}}},\n", + " {'consult_id': 13732,\n", + " 'disease_tag': 'Dyshidrosis',\n", + " 'group_id': '12',\n", + " 'goal': {'request_slots': {'disease': 'UNK'},\n", + " 'explicit_inform_slots': {'Skin rash': True},\n", + " 'implicit_inform_slots': {'Skin lesion': True,\n", + " 'Acne or pimples': True,\n", + " 'Foot or toe lump or mass': True}}},\n", + " ...]" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_data = goal_set['train']\n", + "train_data" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "9d7b81cb", + "metadata": {}, + "outputs": [], + "source": [ + "test_data = goal_set['test']" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "b4d73a8b", + "metadata": {}, + "outputs": [], + "source": [ + "def merge_slots(explicit_slots, implicit_slots):\n", + " merged_slots = explicit_slots.copy() if isinstance(explicit_slots, dict) else {} # explicit_inform_slots 복사\n", + " # implicit_inform_slots의 각 항목을 merged_slots에 추가\n", + " for key, value in implicit_slots.items():\n", + " # 이미 merged_slots에 있는 경우에는 무시하고 추가\n", + " if key not in merged_slots:\n", + " merged_slots[key] = value\n", + " return merged_slots\n", + "\n", + "def merge_slots_for_disease(data):\n", + " merged_slots_list = []\n", + " for item in train_data:\n", + " disease_tag = item['disease_tag']\n", + " explicit_slots = item['goal']['explicit_inform_slots']\n", + " implicit_slots = item['goal']['implicit_inform_slots']\n", + " merged_slots = merge_slots(explicit_slots, implicit_slots)\n", + " merged_slots_list.append({'disease_tag': disease_tag, 'merged_slots': merged_slots})\n", + " return merged_slots_list\n", + "\n", + "# 데이터에 대해 함수를 적용하여 결과 생성\n", + "merged_data = merge_slots_for_disease(train_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "5d815173", + "metadata": {}, + "outputs": [], + "source": [ + "symptom_counts = {}\n", + "\n", + "# merged_data를 순회하면서 각 질병에 대해 등장한 증상들의 등장 횟수 계산\n", + "for data in merged_data:\n", + " disease_tag = data['disease_tag']\n", + " symptoms = data['merged_slots']\n", + " if disease_tag not in symptom_counts:\n", + " symptom_counts[disease_tag] = {}\n", + " for symptom, count in symptoms.items():\n", + " if symptom not in symptom_counts[disease_tag]:\n", + " symptom_counts[disease_tag][symptom] = 0\n", + " symptom_counts[disease_tag][symptom] += 1\n", + "\n", + "sorted_symptom_counts = dict(sorted(symptom_counts.items()))\n", + "\n", + "total_symptom_diseases = {}\n", + "total_symptom_diseases_count = {}\n", + "\n", + "# 주어진 데이터를 반복하면서 각 증상이 어떤 질병들에 속하는지 기록\n", + "for disease, symptoms in sorted_symptom_counts.items():\n", + " for symptom in symptoms:\n", + " if symptom not in total_symptom_diseases:\n", + " total_symptom_diseases[symptom] = []\n", + " total_symptom_diseases_count[symptom] = 0\n", + " total_symptom_diseases[symptom].append(disease)\n", + " total_symptom_diseases_count[symptom] += 1\n", + " \n", + "total_sorted_symptom_diseases_count = sorted(total_symptom_diseases_count.items(), key=lambda x: x[1], reverse=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "8543b294", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Pain in eye', 10),\n", + " ('Skin rash', 10),\n", + " ('Fatigue', 10),\n", + " ('Problems with movement', 10),\n", + " ('Leg pain', 10),\n", + " ('Skin lesion', 10),\n", + " ('Dizziness', 10),\n", + " ('Headache', 10),\n", + " ('Back pain', 10),\n", + " ('Itching of skin', 10),\n", + " ('Diminished vision', 10),\n", + " ('Depressive or psychotic symptoms', 10),\n", + " ('Itchiness of eye', 10),\n", + " ('Symptoms of eye', 10),\n", + " ('Sharp abdominal pain', 10),\n", + " ('Ache all over', 10),\n", + " ('Paresthesia', 10),\n", + " ('Loss of sensation', 10),\n", + " ('Vomiting', 10),\n", + " ('Abnormal appearing skin', 10),\n", + " ('Skin swelling', 10),\n", + " ('Eye redness', 10),\n", + " ('Sharp chest pain', 10),\n", + " ('Nausea', 10),\n", + " ('Abnormal involuntary movements', 10),\n", + " ('Depression', 10),\n", + " ('Excessive anger', 10),\n", + " ('Wrist pain', 10),\n", + " ('Anxiety and nervousness', 10),\n", + " ('Neck pain', 10),\n", + " ('Arm pain', 10),\n", + " ('Ankle pain', 10),\n", + " ('Knee lump or mass', 10),\n", + " ('Swollen eye', 10),\n", + " ('Cough', 10),\n", + " ('Pain or soreness of breast', 10),\n", + " ('Skin growth', 10),\n", + " ('Allergic reaction', 10),\n", + " ('Lacrimation', 10),\n", + " ('Shortness of breath', 10),\n", + " ('Facial pain', 10),\n", + " ('Difficulty speaking', 10),\n", + " ('Fever', 10),\n", + " ('Acne or pimples', 10),\n", + " ('Wrist weakness', 10),\n", + " ('Foreign body sensation in eye', 10),\n", + " ('Spots or clouds in vision', 10),\n", + " ('Weakness', 10),\n", + " ('Shoulder pain', 10),\n", + " ('Delusions or hallucinations', 10),\n", + " ('Joint stiffness or tightness', 10),\n", + " ('Disturbance of memory', 10),\n", + " ('Knee pain', 10),\n", + " ('Hip pain', 10),\n", + " ('Foot or toe pain', 10),\n", + " ('Skin dryness, peeling, scaliness, or roughness', 10),\n", + " ('Peripheral edema', 10),\n", + " ('Shoulder cramps or spasms', 10),\n", + " ('Pain during pregnancy', 10),\n", + " ('Nailbiting', 10),\n", + " ('Low back pain', 10),\n", + " ('Lower body pain', 10),\n", + " ('Joint pain', 10),\n", + " ('Elbow cramps or spasms', 10),\n", + " ('Hand or finger pain', 10),\n", + " ('Frequent urination', 10),\n", + " ('Pelvic pain', 10),\n", + " ('Side pain', 10),\n", + " ('Weight gain', 10),\n", + " ('Fluid retention', 10),\n", + " ('Skin moles', 10),\n", + " ('Elbow weakness', 10),\n", + " ('Emotional symptoms', 10),\n", + " ('Excessive growth', 10),\n", + " ('Irregular appearing scalp', 10),\n", + " ('Skin irritation', 10),\n", + " ('Eye burns or stings', 10),\n", + " ('Double vision', 10),\n", + " ('Retention of urine', 10),\n", + " ('Insomnia', 10),\n", + " ('Elbow pain', 10),\n", + " ('Fears and phobias', 10),\n", + " ('Excessive urination at night', 10),\n", + " ('Low back weakness', 10),\n", + " ('Involuntary urination', 10),\n", + " ('Eyelid lesion or rash', 10),\n", + " ('Painful urination', 10),\n", + " ('Groin pain', 10),\n", + " ('Warts', 10),\n", + " ('Long menstrual periods', 10),\n", + " ('Blood in urine', 10),\n", + " ('Muscle pain', 10),\n", + " ('Difficulty in swallowing', 10),\n", + " ('Leg weakness', 10),\n", + " ('Mass on eyelid', 10),\n", + " ('Itchy eyelid', 10),\n", + " ('Loss of sex drive', 10),\n", + " ('Wrist swelling', 10),\n", + " ('Hand or finger swelling', 10),\n", + " ('Vaginal discharge', 10),\n", + " ('Lower abdominal pain', 10),\n", + " ('Vaginal pain', 10),\n", + " ('Seizures', 10),\n", + " ('Muscle swelling', 10),\n", + " ('Intermenstrual bleeding', 10),\n", + " ('Cramps and spasms', 10),\n", + " ('Absence of menstruation', 10),\n", + " ('Infertility', 30),\n", + " ('Feeling hot and cold', 30),\n", + " ('Blindness', 30),\n", + " ('Symptoms of the kidneys', 30),\n", + " ('Shoulder swelling', 30),\n", + " ('Hostile behavior', 30),\n", + " ('Low self-esteem', 30),\n", + " ('Restlessness', 30),\n", + " ('Abusing alcohol', 30),\n", + " ('Fainting', 30),\n", + " ('Lip swelling', 30),\n", + " ('Leg cramps or spasms', 30),\n", + " ('Rib pain', 30),\n", + " ('Irregular heartbeat', 30),\n", + " ('Diarrhea', 30),\n", + " ('Focal weakness', 30),\n", + " ('Pain in testicles', 30),\n", + " ('Vaginal itching', 30),\n", + " ('Bones are painful', 30),\n", + " ('Knee swelling', 30),\n", + " ('White discharge from eye', 30),\n", + " ('Abnormal movement of eyelid', 30),\n", + " ('Decreased appetite', 30),\n", + " ('Skin on leg or foot looks infected', 30),\n", + " ('Foot or toe swelling', 30),\n", + " ('Unpredictable menstruation', 30),\n", + " ('Leg swelling', 30),\n", + " ('Unwanted hair', 50),\n", + " ('Swelling of scrotum', 50),\n", + " ('Symptoms of the face', 50),\n", + " ('Burning abdominal pain', 50),\n", + " ('Stiffness all over', 50),\n", + " ('Nightmares', 50),\n", + " ('Muscle cramps, contractures, or spasms', 50),\n", + " ('Eye strain', 50),\n", + " ('Hand or finger weakness', 50),\n", + " ('Palpitations', 50),\n", + " ('Sleepiness', 50),\n", + " ('Vulvar sore', 50),\n", + " ('Neck cramps or spasms', 50),\n", + " ('Eyelid swelling', 50),\n", + " ('Irritable infant', 50),\n", + " ('Penile discharge', 50),\n", + " ('Penis pain', 50),\n", + " ('Diminished hearing', 50),\n", + " ('Lack of growth', 50),\n", + " ('Hoarse voice', 50),\n", + " ('Nasal congestion', 50),\n", + " ('Lymphedema', 50),\n", + " ('Feeling ill', 50),\n", + " ('Sweating', 50),\n", + " ('Sore throat', 50),\n", + " ('Infrequent menstruation', 50),\n", + " ('Hemoptysis', 50),\n", + " ('Suprapubic pain', 50),\n", + " ('Penis redness', 50),\n", + " ('Skin pain', 50),\n", + " ('Excessive appetite', 50),\n", + " ('Foot or toe stiffness or tightness', 50),\n", + " ('Back weakness', 50),\n", + " ('Hot flashes', 50),\n", + " ('Vaginal bleeding after menopause', 50),\n", + " ('Heavy menstrual flow', 50),\n", + " ('Painful sinuses', 50),\n", + " ('Pain during intercourse', 50),\n", + " ('Arm stiffness or tightness', 50),\n", + " ('Bleeding or discharge from nipple', 50),\n", + " ('Apnea', 100),\n", + " ('Cross-eyed', 100),\n", + " ('Bowlegged or knock-kneed', 100),\n", + " ('Too little hair', 100),\n", + " ('Nose deformity', 100),\n", + " ('Kidney mass', 100),\n", + " ('Chest tightness', 100),\n", + " ('Shoulder stiffness or tightness', 100),\n", + " ('Ankle stiffness or tightness', 100),\n", + " ('Skin on arm or hand looks infected', 100),\n", + " ('Temper problems', 100),\n", + " ('Swollen tongue', 100),\n", + " ('Congestion in chest', 100),\n", + " ('Muscle weakness', 100),\n", + " ('Increased heart rate', 100),\n", + " ('Frontal headache', 100),\n", + " ('Hand or finger stiffness or tightness', 100),\n", + " ('Arm weakness', 100),\n", + " ('Arm lump or mass', 100),\n", + " ('Neck swelling', 100),\n", + " ('Groin mass', 100),\n", + " ('Arm swelling', 100),\n", + " ('Eye deviation', 100),\n", + " ('Muscle stiffness or tightness', 100),\n", + " ('Problems during pregnancy', 100),\n", + " ('Knee weakness', 100),\n", + " ('Knee stiffness or tightness', 100),\n", + " ('Back stiffness or tightness', 100),\n", + " ('Back cramps or spasms', 100),\n", + " ('Unusual color or odor to urine', 100),\n", + " ('Feeling cold', 100),\n", + " ('Plugged feeling in ear', 100),\n", + " ('Ear pain', 100),\n", + " ('Redness in ear', 100),\n", + " ('Ringing in ear', 100),\n", + " ('Swollen or red tonsils', 100),\n", + " ('Fluid in ear', 100),\n", + " ('Sneezing', 100),\n", + " ('Diaper rash', 100),\n", + " ('Decreased heart rate', 100),\n", + " ('Bladder mass', 100),\n", + " ('Itching of scrotum', 100),\n", + " ('Wrinkles on skin', 100),\n", + " ('Drainage in throat', 100),\n", + " ('Sinus congestion', 100),\n", + " ('Bleeding gums', 100),\n", + " ('Symptoms of bladder', 100),\n", + " ('Wrist stiffness or tightness', 100),\n", + " ('Disturbance of smell or taste', 100),\n", + " ('Incontinence of stool', 100),\n", + " ('Itchy scalp', 100),\n", + " ('Hip stiffness or tightness', 100),\n", + " ('Polyuria', 100),\n", + " ('Thirst', 100),\n", + " ('Poor circulation', 100),\n", + " ('Hand or finger cramps or spasms', 100),\n", + " ('Bleeding from eye', 100),\n", + " ('Pulling at ears', 100),\n", + " ('Infant spitting up', 100),\n", + " ('Pus in urine', 100),\n", + " ('Drug abuse', 100),\n", + " ('Hysterical behavior', 100),\n", + " ('Throat swelling', 100),\n", + " ('Foot or toe lump or mass', 100),\n", + " ('Dry or flaky scalp', 100),\n", + " ('Difficulty eating', 100),\n", + " ('Vomiting blood', 100),\n", + " ('Mass on vulva', 100),\n", + " ('Abnormal size or shape of ear', 100),\n", + " ('Pus in sputum', 100),\n", + " ('Painful menstruation', 100),\n", + " ('Chills', 100),\n", + " ('Mass in scrotum', 100),\n", + " ('Swollen abdomen', 100),\n", + " ('Premature ejaculation', 100),\n", + " ('Impotence', 100),\n", + " ('Symptoms of prostate', 100),\n", + " ('Mouth ulcer', 100),\n", + " ('Coryza', 100),\n", + " ('Neck stiffness or tightness', 100),\n", + " ('Scanty menstrual flow', 100),\n", + " ('Irregular belly button', 100),\n", + " ('Lump or mass of breast', 100),\n", + " ('Frequent menstruation', 100),\n", + " ('Feet turned in', 100),\n", + " ('Difficulty breathing', 100),\n", + " ('Hurts to breath', 100),\n", + " ('Back mass or lump', 100),\n", + " ('Wrist lump or mass', 100),\n", + " ('Hand or finger lump or mass', 100),\n", + " ('Spotting or bleeding during pregnancy', 100),\n", + " ('Ankle swelling', 100)]" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def assign_weights(total_sorted_symptom_diseases_count):\n", + " # 각 증상별 질병 개수 추출\n", + " counts = [count for _, count in total_sorted_symptom_diseases_count]\n", + "\n", + " # 가중치 부여\n", + " weights = pd.cut(counts, bins=[0, 1, 2, 3, float('inf')], labels=[100, 50, 30, 10])\n", + "\n", + " # 결과 반환\n", + " weighted_counts = [(symptom, weight) for (symptom, _), weight in zip(total_sorted_symptom_diseases_count, weights)]\n", + " return weighted_counts\n", + "\n", + "weighted_counts = assign_weights(total_sorted_symptom_diseases_count)\n", + "\n", + "weighted_counts" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cc7a793e", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "cf56b204", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Disease \\\n", + "0 Coryza \n", + "1 Ringing in ear \n", + "2 Headache \n", + "3 Hip stiffness or tightness \n", + "4 Hand or finger cramps or spasms \n", + ".. ... \n", + "261 Hand or finger stiffness or tightness \n", + "262 Elbow cramps or spasms \n", + "263 Apnea \n", + "264 Painful menstruation \n", + "265 Wrist lump or mass \n", + "\n", + " Disease_Tag \n", + "0 [Erythema multiforme, Erythema multiforme, Ery... \n", + "1 [Conductive hearing loss, Conductive hearing l... \n", + "2 [Cerebral edema, Cerebral edema, Carbon monoxi... \n", + "3 [Diabetes insipidus, Diabetes insipidus, Diabe... \n", + "4 [Diabetic peripheral neuropathy, Diabetic peri... \n", + ".. ... \n", + "261 [Carpal tunnel syndrome, Carpal tunnel syndrom... \n", + "262 [Carbon monoxide poisoning, Endometrial hyperp... \n", + "263 [Acanthosis nigricans, Acanthosis nigricans, A... \n", + "264 [Endometriosis, Endometriosis, Endometriosis, ... \n", + "265 [Ganglion cyst, Ganglion cyst, Ganglion cyst, ... \n", + "\n", + "[266 rows x 2 columns]\n" + ] + } + ], + "source": [ + "df_train = pd.DataFrame(train_data)\n", + "\n", + "# explicit_inform_slots와 implicit_inform_slots에서 얻은 질병들을 결합하여 리스트로 만듦\n", + "disease_list = []\n", + "for index, row in df_train.iterrows():\n", + " explicit_diseases = list(row['goal']['explicit_inform_slots'].keys())\n", + " implicit_diseases = list(row['goal']['implicit_inform_slots'].keys())\n", + " combined_diseases = explicit_diseases + implicit_diseases\n", + " disease_list.extend(combined_diseases)\n", + "\n", + "# disease_list에서 중복 제거\n", + "disease_list = list(set(disease_list))\n", + "\n", + "# disease_list를 disease_tag에 매핑하는 데이터프레임 생성\n", + "rows = []\n", + "for disease in disease_list:\n", + " related_tags = df_train[df_train.apply(lambda x: disease in x['goal']['explicit_inform_slots'] or disease in x['goal']['implicit_inform_slots'], axis=1)]['disease_tag'].tolist()\n", + " rows.append({'Disease': disease, 'Disease_Tag': related_tags})\n", + "\n", + "# 데이터프레임 생성\n", + "df_mapping = pd.DataFrame(rows)\n", + "\n", + "print(df_mapping)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "b4ea3644", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "def calculate_symptom_prob(data, total_sorted_symptom_diseases_count):\n", + " # 데이터프레임으로 변환\n", + " df_train = pd.DataFrame(data)\n", + "\n", + " # explicit_inform_slots와 implicit_inform_slots에서 얻은 질병들을 결합하여 리스트로 만듦\n", + " slots_list = []\n", + " for index, row in df_train.iterrows():\n", + " explicit_diseases = list(row['goal']['explicit_inform_slots'].keys())\n", + " implicit_diseases = list(row['goal']['implicit_inform_slots'].keys())\n", + " combined_slots = explicit_diseases + implicit_diseases\n", + " slots_list.extend(combined_slots)\n", + "\n", + " # 각 항목이 등장하는 횟수를 세고 확률 계산\n", + " total_slots = len(slots_list)\n", + " slots_occurrences = pd.Series(slots_list).value_counts(normalize=True)\n", + "\n", + " # 질병과 증상에 대한 확률 분포를 DataFrame으로 만듦\n", + " disease_symptom_prob = pd.DataFrame(index=df_train['disease_tag'].unique(), columns=slots_occurrences.index)\n", + "\n", + " # 질병과 증상에 대한 확률 계산하여 DataFrame에 채움\n", + " for disease_tag in disease_symptom_prob.index:\n", + " for symptom in disease_symptom_prob.columns:\n", + " explicit_symptom = df_train[df_train['disease_tag'] == disease_tag]['goal'].apply(lambda x: symptom in x['explicit_inform_slots']).sum()\n", + " implicit_symptom = df_train[df_train['disease_tag'] == disease_tag]['goal'].apply(lambda x: symptom in x['implicit_inform_slots']).sum()\n", + " total_occurrences = len(df_train[df_train['disease_tag'] == disease_tag])\n", + " occurrence_count = explicit_symptom + implicit_symptom\n", + " disease_symptom_prob.loc[disease_tag, symptom] = occurrence_count / total_occurrences\n", + "\n", + " # 각 증상별 질병 수에 따라 가중치를 부여\n", + " counts = [count for _, count in total_sorted_symptom_diseases_count]\n", + "\n", + " # 가중치 부여\n", + " weights = pd.cut(counts, bins=[0, 2, 4, 8, 12, float('inf')], labels=[100, 50, 30, 20, 10])\n", + "\n", + " # 가중치를 적용하여 최종 확률 계산\n", + " weighted_prob = disease_symptom_prob.copy()\n", + " for (symptom, _), weight in zip(total_sorted_symptom_diseases_count, weights):\n", + " if symptom in weighted_prob.columns:\n", + " weighted_prob[symptom] *= float(weight)\n", + "\n", + " return weighted_prob\n", + "\n", + "result = calculate_symptom_prob(train_data, total_sorted_symptom_diseases_count)\n", + "test_set = calculate_symptom_prob(test_data,total_sorted_symptom_diseases_count)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "49a4ce26", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.9455252918287937" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result.loc[\"Fibrocystic breast disease\",\"Frequent menstruation\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "858e42f5", + "metadata": {}, + "outputs": [], + "source": [ + "common_columns = result.columns.intersection(test_set.columns)\n", + "train_common = result[common_columns]\n", + "test_common = test_set[common_columns]" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "eb84525b", + "metadata": {}, + "outputs": [], + "source": [ + "X_train = train_common.values \n", + "y_train = train_common.index # 질병\n", + "X_test = test_common.values\n", + "y_test = test_common.index" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "94c64ffb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random Forest Accuracy: 0.9666666666666667\n", + "Random Forest F1-score: 0.9555555555555556\n", + "Random Forest AUC: 0.9993133583021224\n" + ] + } + ], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.metrics import f1_score\n", + "from sklearn.metrics import roc_auc_score\n", + "# 랜덤 포레스트 모델 생성\n", + "rf_model = RandomForestClassifier(n_estimators=30, random_state=42) # 트리 개수는 100으로 설정하고, 난수 초기값을 고정합니다.\n", + "\n", + "# 학습 데이터로 모델 학습\n", + "rf_model.fit(X_train, y_train)\n", + "\n", + "# 테스트 데이터로 예측\n", + "y_pred_rf = rf_model.predict(X_test)\n", + "\n", + "# 정확도 평가\n", + "accuracy_rf = accuracy_score(y_test, y_pred_rf)\n", + "print(\"Random Forest Accuracy:\", accuracy_rf)\n", + "\n", + "# F1-score 계산\n", + "f1_score_rf = f1_score(y_test, y_pred_rf, average='weighted')\n", + "print(\"Random Forest F1-score:\", f1_score_rf)\n", + "\n", + "# AUC 계산\n", + "y_prob_rf = rf_model.predict_proba(X_test)\n", + "auc_rf = roc_auc_score(y_test, y_prob_rf, multi_class='ovr')\n", + "print(\"Random Forest AUC:\", auc_rf)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "1329f929", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Logistic Regression Accuracy: 0.9666666666666667\n", + "Logistic Regression F1-score: 0.9629629629629629\n", + "Logistic Regression AUC: 0.9995006242197254\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\user\\anaconda3\\Lib\\site-packages\\sklearn\\linear_model\\_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import accuracy_score, f1_score, roc_curve, roc_auc_score\n", + "\n", + "# 로지스틱 회귀 모델 생성\n", + "logistic_model = LogisticRegression()\n", + "\n", + "# 데이터 학습\n", + "logistic_model.fit(X_train, y_train)\n", + "\n", + "# 테스트 데이터 예측\n", + "y_pred_logistic = logistic_model.predict(X_test)\n", + "\n", + "# 정확도 평가\n", + "accuracy_logistic = accuracy_score(y_test, y_pred_logistic)\n", + "print(\"Logistic Regression Accuracy:\", accuracy_logistic)\n", + "\n", + "# f1-score 계산\n", + "f1_score_logistic = f1_score(y_test, y_pred_logistic, average='weighted')\n", + "print(\"Logistic Regression F1-score:\", f1_score_logistic)\n", + "\n", + "# ROC curve 및 AUC 계산\n", + "y_prob_logistic = logistic_model.predict_proba(X_test)\n", + "auc_logistic = roc_auc_score(y_test, y_prob_logistic, multi_class='ovr')\n", + "print(\"Logistic Regression AUC:\", auc_logistic)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "a8a574f6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "KNN Accuracy: 0.24444444444444444\n", + "KNN F1-score: 0.160036075036075\n" + ] + } + ], + "source": [ + "from sklearn.neighbors import KNeighborsClassifier\n", + "\n", + "# KNN 모델 생성\n", + "knn_model = KNeighborsClassifier()\n", + "\n", + "# 학습 데이터로 모델 학습\n", + "knn_model.fit(X_train, y_train)\n", + "\n", + "# 테스트 데이터로 예측\n", + "y_pred_knn = knn_model.predict(X_test)\n", + "\n", + "# 정확도 평가\n", + "accuracy_knn = accuracy_score(y_test, y_pred_knn)\n", + "print(\"KNN Accuracy:\", accuracy_knn)\n", + "\n", + "# F1-score 계산\n", + "f1_score_knn = f1_score(y_test, y_pred_knn, average='weighted')\n", + "print(\"KNN F1-score:\", f1_score_knn)" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "ee789683", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Naive Bayes Accuracy: 0.9666666666666667\n", + "Naive Bayes F1-score: 0.9611111111111111\n" + ] + } + ], + "source": [ + "from sklearn.naive_bayes import MultinomialNB\n", + "\n", + "# 나이브 베이즈 모델 생성\n", + "nb_model = MultinomialNB()\n", + "\n", + "# 학습 데이터로 모델 학습\n", + "nb_model.fit(X_train, y_train)\n", + "\n", + "# 테스트 데이터로 예측\n", + "y_pred_nb = nb_model.predict(X_test)\n", + "\n", + "# 정확도 평가\n", + "accuracy_nb = accuracy_score(y_test, y_pred_nb)\n", + "print(\"Naive Bayes Accuracy:\", accuracy_nb)\n", + "\n", + "# F1-score 계산\n", + "f1_score_nb = f1_score(y_test, y_pred_nb, average='weighted')\n", + "print(\"Naive Bayes F1-score:\", f1_score_nb)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "98d9a39d", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SVM Accuracy: 0.9666666666666667\n", + "SVM F1-score: 0.9629629629629629\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.metrics import accuracy_score, f1_score, roc_auc_score, roc_curve\n", + "\n", + "# SVM 모델 생성\n", + "svm_model = SVC(kernel='linear')\n", + "\n", + "# 학습 데이터로 모델 학습\n", + "svm_model.fit(X_train, y_train)\n", + "\n", + "# 테스트 데이터로 예측\n", + "y_pred_svm = svm_model.predict(X_test)\n", + "\n", + "# 정확도 평가\n", + "accuracy_svm = accuracy_score(y_test, y_pred_svm)\n", + "print(\"SVM Accuracy:\", accuracy_svm)\n", + "\n", + "# f1-score 계산\n", + "f1_score_svm = f1_score(y_test, y_pred_svm, average='weighted')\n", + "print(\"SVM F1-score:\", f1_score_svm)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c593f215", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: catboost in c:\\users\\user\\anaconda3\\lib\\site-packages (1.2.5)\n", + "Requirement already satisfied: graphviz in c:\\users\\user\\anaconda3\\lib\\site-packages (from catboost) (0.20.3)\n", + "Requirement already satisfied: matplotlib in c:\\users\\user\\anaconda3\\lib\\site-packages (from catboost) (3.7.2)\n", + "Requirement already satisfied: numpy>=1.16.0 in c:\\users\\user\\anaconda3\\lib\\site-packages (from catboost) (1.24.3)\n", + "Requirement already satisfied: pandas>=0.24 in c:\\users\\user\\anaconda3\\lib\\site-packages (from catboost) (2.0.3)\n", + "Requirement already satisfied: scipy in 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matplotlib->catboost) (0.11.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\user\\anaconda3\\lib\\site-packages (from matplotlib->catboost) (4.25.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\user\\anaconda3\\lib\\site-packages (from matplotlib->catboost) (1.4.4)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\user\\anaconda3\\lib\\site-packages (from matplotlib->catboost) (23.1)\n", + "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\user\\anaconda3\\lib\\site-packages (from matplotlib->catboost) (9.4.0)\n", + "Requirement already satisfied: pyparsing<3.1,>=2.3.1 in c:\\users\\user\\anaconda3\\lib\\site-packages (from matplotlib->catboost) (3.0.9)\n", + "Requirement already satisfied: tenacity>=6.2.0 in c:\\users\\user\\anaconda3\\lib\\site-packages (from plotly->catboost) (8.2.2)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "pip install catboost" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "d627c07b", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Learning rate set to 0.069983\n", + "0:\tlearn: 4.4913897\ttotal: 111ms\tremaining: 1m 50s\n", + "1:\tlearn: 4.4816698\ttotal: 221ms\tremaining: 1m 50s\n", + "2:\tlearn: 4.4717090\ttotal: 335ms\tremaining: 1m 51s\n", + "3:\tlearn: 4.4606164\ttotal: 460ms\tremaining: 1m 54s\n", + "4:\tlearn: 4.4493282\ttotal: 586ms\tremaining: 1m 56s\n", + "5:\tlearn: 4.4389115\ttotal: 722ms\tremaining: 1m 59s\n", + "6:\tlearn: 4.4323649\ttotal: 839ms\tremaining: 1m 59s\n", + "7:\tlearn: 4.4229813\ttotal: 960ms\tremaining: 1m 59s\n", + "8:\tlearn: 4.4139066\ttotal: 1.09s\tremaining: 1m 59s\n", + "9:\tlearn: 4.4031800\ttotal: 1.21s\tremaining: 2m\n", + "10:\tlearn: 4.3914502\ttotal: 1.34s\tremaining: 2m\n", + "11:\tlearn: 4.3795090\ttotal: 1.48s\tremaining: 2m 1s\n", + "12:\tlearn: 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"991:\tlearn: 1.3135003\ttotal: 2m 4s\tremaining: 1s\n", + "992:\tlearn: 1.3119554\ttotal: 2m 4s\tremaining: 877ms\n", + "993:\tlearn: 1.3103872\ttotal: 2m 4s\tremaining: 751ms\n", + "994:\tlearn: 1.3089411\ttotal: 2m 4s\tremaining: 626ms\n", + "995:\tlearn: 1.3075626\ttotal: 2m 4s\tremaining: 501ms\n", + "996:\tlearn: 1.3061361\ttotal: 2m 4s\tremaining: 376ms\n", + "997:\tlearn: 1.3042771\ttotal: 2m 4s\tremaining: 250ms\n", + "998:\tlearn: 1.3017919\ttotal: 2m 5s\tremaining: 125ms\n", + "999:\tlearn: 1.3003231\ttotal: 2m 5s\tremaining: 0us\n", + "CatBoost Accuracy: 0.9777777777777777\n", + "CatBoost F1-score: 0.9703703703703703\n", + "CatBoost AUC: 0.999625468164794\n" + ] + } + ], + "source": [ + "from sklearn.ensemble import AdaBoostClassifier, GradientBoostingClassifier\n", + "from catboost import CatBoostClassifier\n", + "\n", + "# 캣부스트 모델 생성\n", + "catboost_model = CatBoostClassifier()\n", + "catboost_model.fit(X_train, y_train.values)\n", + "y_pred_catboost = catboost_model.predict(X_test)\n", + "\n", + "# 정확도 평가\n", + "accuracy_catboost = accuracy_score(y_test, y_pred_catboost)\n", + "print(\"CatBoost Accuracy:\", accuracy_catboost)\n", + "\n", + "# F1-score 계산\n", + "f1_score_catboost = f1_score(y_test, y_pred_catboost, average='weighted')\n", + "print(\"CatBoost F1-score:\", f1_score_catboost)\n", + "\n", + "# AUC 계산\n", + "y_prob_catboost = catboost_model.predict_proba(X_test)\n", + "auc_catboost = roc_auc_score(y_test, y_prob_catboost, multi_class='ovr')\n", + "print(\"CatBoost AUC:\", auc_catboost)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "af992e4d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "진단된 질병: Cat scratch disease, Confidence: 90.11494252873564\n", + "진단에 사용된 증상들:\n", + "Neck swelling\n" + ] + } + ], + "source": [ + "def diagnose_disease(symptom, weighted_prob, threshold=100):\n", + " # 가장 높은 확률 값을 가지는 질병 선택\n", + " max_prob_disease = weighted_prob.idxmax(axis=0).loc[symptom]\n", + " max_prob_value = weighted_prob.loc[max_prob_disease, symptom]\n", + " \n", + " # 초기 confidence 값 설정\n", + " confidence = {disease: 0 for disease in weighted_prob.index}\n", + " \n", + " # 초기 질병 설정\n", + " current_disease = max_prob_disease\n", + "\n", + " # 진단에 사용된 증상들을 저장할 리스트\n", + " diagnosed_symptoms = []\n", + " \n", + " while True:\n", + " # 질병에 대한 confidence 값 누적\n", + " confidence[current_disease] += max_prob_value\n", + "\n", + " # confidence가 threshold 이상인 질병 확인\n", + " candidate_diseases = {disease: conf for disease, conf in confidence.items() if conf >= threshold}\n", + "\n", + " # threshold 이상인 질병이 존재하는 경우\n", + " if candidate_diseases:\n", + " # confidence가 threshold 이상인 질병 중 가장 높은 값을 가지는 질병 선택\n", + " diagnosed_disease = max(candidate_diseases, key=candidate_diseases.get)\n", + " return diagnosed_disease, confidence[diagnosed_disease], diagnosed_symptoms\n", + " \n", + " # threshold 이상인 질병이 없는 경우\n", + " else:\n", + " # 질병과 관련된 증상 중 가장 높은 증상 확인\n", + " max_symptom = weighted_prob.loc[current_disease].idxmax()\n", + " \n", + " # 증상을 가지고 있는지 물어보고 증상이 있으면 해당 질병으로 이동\n", + " if max_symptom == symptom:\n", + " return current_disease, confidence[current_disease], diagnosed_symptoms\n", + " else:\n", + " # 해당 질병과 증상에 대한 확률값 가져오기\n", + " max_prob_value = weighted_prob.loc[current_disease, max_symptom]\n", + " diagnosed_symptoms.append(max_symptom)\n", + "\n", + " # 질의한 증상을 제외한 다른 증상들 중에서 질의할 수 있도록 설정\n", + " available_symptoms = weighted_prob.loc[current_disease].index.difference([symptom])\n", + " max_symptom = weighted_prob.loc[current_disease, available_symptoms].idxmax()\n", + "\n", + " # 다음 증상을 질의\n", + " symptom = max_symptom\n", + "\n", + "weighted_prob = result.astype(float)\n", + "# 초기 증상 입력\n", + "initial_symptom = 'Skin swelling'\n", + "diagnosed_disease, confidence, diagnosed_symptoms = diagnose_disease(initial_symptom, weighted_prob)\n", + "\n", + "print(f\"진단된 질병: {diagnosed_disease}, Confidence: {confidence}\")\n", + "print(\"진단에 사용된 증상들:\")\n", + "for symptom in diagnosed_symptoms:\n", + " print(symptom)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "eebf3102", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "질병 순위:\n", + "1. Central retinal artery or vein occlusion: 17.36111111111111\n", + "2. Corneal disorder: 15.09433962264151\n", + "3. Diabetic retinopathy: 15.017543859649123\n", + "4. Aphakia: 14.921875\n", + "5. Acute glaucoma: 13.846153846153847\n", + "6. Endophthalmitis: 10.606060606060606\n", + "7. Cerebral edema: 9.003984063745019\n", + "8. Cyst of the eyelid: 8.841201716738198\n", + "9. Conjunctivitis due to allergy: 7.039999999999999\n", + "10. Chalazion: 6.1946902654867255\n", + "11. Ectropion: 5.735294117647058\n", + "12. Corneal abrasion: 5.503355704697986\n" + ] + } + ], + "source": [ + "given_symptoms = ['Diminished vision'] # 주어진 증상\n", + "\n", + "# 각 질병에 대한 중요도(증상 확률 값 합산)\n", + "disease_scores = result[given_symptoms].sum(axis=1)\n", + "\n", + "# 중요도가 0이 아닌 질병만 선택하여 정렬\n", + "non_zero_disease_scores = disease_scores[disease_scores > 0]\n", + "\n", + "# 중요도를 기준으로 질병들을 정렬하여 순위를 매김\n", + "ranked_diseases = non_zero_disease_scores.sort_values(ascending=False)\n", + "\n", + "# 결과 출력\n", + "print(\"질병 순위:\")\n", + "for rank, (disease, score) in enumerate(ranked_diseases.items(), start=1):\n", + " print(f\"{rank}. {disease}: {score}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3671281e", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}