Healthy ML

MIMIC_Extract

MIMIC-Extract:A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III

rl_representations

Learning representations for RL in Healthcare under a POMDP assumption

S2SD

(ICML 2021) Implementation for S2SD - Simultaneous Similarity-based Self-Distillation for Deep Metric Learning. Paper Link: https://arxiv.org/abs/2009.08348

ClinicalDG

An Empirical Framework for Domain Generalization In Clinical Settings

HurtfulWords

Quantifying biases in BERT embeddings pretrained on MIMIC-III clinical notes

CXR_Fairness

Improving the Fairness of Chest X-ray Classifiers

MIMIC_Generalisation

Code to study the generalisability of benchmark models on non-stationary EHRs.

CausalDA

Causal data augmentation for pretraining debiasing

expl_perf_drop

Attributing model performance changes to distribution shifts in causal mechanisms.

ExplanationsSubpopulations

Measuring the fairness of post-hoc explanations

predictive_checklists

Creating predictive checklists from data using integer programming.

TieNetReproduction

LEMoN

LEMoN: Label Error Detection using Multimodal Neighbors

confounder-acquisition

Confounding Feature Acquisition for Causal Effect Estimation

DistDeD

Identifying Medical Dead-ends with Distributional RL

MMD-WAE-with-HSIC

ORCHID

Organ Retrieval and Collection of Health Information for Donation (ORCHID) Dataset.