Fair Patient Model: Mitigating Bias in the Patient Representation Learned from the Electronic Health Records

Sonish Sivarajkumar, Yufei Huang, Yanshan Wang

Objective: To pre-train fair and unbiased patient representations from Electronic Health Records (EHRs) using a novel weighted loss function that reduces bias and improves fairness…