Automatic identification of heart failure diagnostic criteria, using text analysis of clinical notes from electronic health records

► Framingham heart failure criteria can be reliably detected in EHR clinical notes. ► Entity extractors, expert annotations, and guidelines are created simultaneously. ► We mitigate initial low recall of human coders when creating reference annotations.