Scalable and interpretable alternative to chart review for phenotype evaluation using standardized structured data from electronic health records.

Structured data can be used for efficient and interpretable phenotype evaluation if they are limited to relevant subset and organized according to the clinical reasoning principles. A system that implements these principles can achieve noninferior performance compared to chart review at a fraction of time.