Generalized Additive Models with Pairwise Interactions A variation of Generalized Additive Models. Accurate Intelligible Models with Pairwise Interactions Intelligible Models for HealthCare: Predicting Pneumonia Risk and Hospital 30-day Readmission - pneumonia prediction example