Paula Petrone

Sex-specific clinical history improves disease prediction while revealing context-dependent effects on fairness in multimorbid populations.

BackgroundDespite established sex differences in disease risk and clinical presentation, most clinical machine-learning models treat sex as a simple covariate without explicitly incorporating detailed sex-specific clinical history. Whether such information improves predictive performance, clinical utility, and between-...