Generalizable pipeline for constructing HIV risk prediction models across electronic health record systems.

We demonstrated that flexible construction of prediction models performs well on HIV risk prediction across diverse health records systems and perform as well in predicting HIV risk in females, making deployment of such models into existing health care systems tangible.