The National Institute of Mental Health (NIMH) convened a two-day meeting with researchers and suicide prevention advocates to identify and prioritize research needs in the application of predictive modeling in suicide prevention among healthcare providers. Meeting participants aimed to discuss best practices for developing, implementing, and evaluating these predictive tools in clinical and research settings.