ObjectiveThis paper introduces a novel framework for evaluating phenotype algorithms (PAs) using the open-source tool. Cohort Diagnostics. Materials and methodsThe method is based on several diagnostic criteria to evaluate a patient cohort returned by a PA. Diagnostics include estimates of incidence rate. https://www.ealisboa.com/