Code respository for submitted manuscripts.
- 2021_blood_product : Models to predict surgical transfusion risk, designed for the preoperative type and screen decision-making use case. Trained on NSQIP. Published in Anesthesiology, 2022.
- 2021_burnout_lmm : Code to measure various properties of EHR use from raw Epic audit logs. Also provides example code to fit linear mixed-effect model for burnout based on these EHR measurements. Published in JGIM, 2022.
- 2022_task_switching : Code to measure attention switching from raw Epic audit logs. Statistical analysis code is also provided to measure the association between attention switching, total EHR time, and wrong-patient errors. Published in BJA, 2022
- 2022_embeddings : Code to compute and analyze action embeddings from raw Epic audit log files.