Verifying Medical Conditions of Patients in Electronic Medical Records

Mechanisms are provided to implement a medical condition verification system. The medical condition verification system receives patient electronic medical record (EMR) data and parses the patient EMR data to identify an instance of a medical code or medical condition indicator present in the patient EMR data. The medical condition verification system performs cognitive analysis of the patient EMR data to identify evidential data supportive of the instance referencing an associated medical condition. The medical condition verification system generates a measure of risk of the patient having the medical condition based on the identified evidential data and based on a machine learned relationship of medical factors in patient EMR data relevant to generating the measure of risk for the associated medical condition. The medical condition verification system generates an output representing the measure of risk of the patient having the associated medical condition.