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improved_pickled_models
improved_pickled_models
 
 
pickled_models
pickled_models
 
 
.gitignore
.gitignore
 
 
RCT_code_snippet.py
RCT_code_snippet.py
 
 
RCT_notebook.ipynb
RCT_notebook.ipynb
 
 
README.md
README.md
 
 
data_simulation_notebook.ipynb
data_simulation_notebook.ipynb
 
 
data_simulation_notebook_with_noise.ipynb
data_simulation_notebook_with_noise.ipynb
 
 
identify_confounders.ipynb
identify_confounders.ipynb
 
 
mimic_like_simulation.ipynb
mimic_like_simulation.ipynb
 
 
mimic_like_simulation_selected_variables.ipynb
mimic_like_simulation_selected_variables.ipynb
 
 
mimic_notebook.ipynb
mimic_notebook.ipynb
 
 
mimic_notebook_selected_variables.ipynb
mimic_notebook_selected_variables.ipynb
 
 
mimic_shapley.ipynb
mimic_shapley.ipynb
 
 
mimic_shapley_selected_variables.ipynb
mimic_shapley_selected_variables.ipynb
 
 
requirements.txt
requirements.txt
 
 
simulate_data.py
simulate_data.py
 
 
simulation_evaluation.py
simulation_evaluation.py
 
 
validate_positivity.ipynb
validate_positivity.ipynb
 
 

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README

Code used for Research Project (CSE3000) at TU Delft in 2024. Used to run experiments for paper "Using forest-based models to personalise ventilation treatment in the ICU" by Hubert Nowak, supervised by Jesse Krijthe, Rickard Karlsson and Jim Smit. The paper can be found in the TU Delft repository as well as on the course website.

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