1. Machine learning prediction models fared poorly when used across clinical trials 2. To improve generalizability, study authors highlighted the need for more detailed phenotyping and longitudinal validation within clinical trials predictive models Evidence Rating Level: 1 (Excellent) Study Rundown: The research landscape of predictive machine learning for health outcomes has expanded tremendously in the