L. Ebony Boulware

Observability and its impact on differential bias for clinical prediction models

2022 · Journal of the American Medical Informatics Association

OBJECTIVE: Electronic health records have incomplete capture of patient outcomes. We consider the case when observability is differential across a predictor. Including such a predictor (sensitive variable) can lead to algorithmic bias, potentially exacerbating health …