Extract diagnosis entities — primary/secondary/differential diagnoses, comorbidities,
complications, chronic/acute conditions, status, and dates — from unstructured clinical text
using a PubMedBERT-based token-classification model
(genzeonplatform/healthcare-brain-diagnosis-icd-ner).
Entity Summary
Examples
Discharge Diagnosis: Primary: acute myocardial infarction. Secondary: type 2 diabetes mellitus, essential hypertension. Status: improving. Complication: acute kidney injury.Patient admitted with community-acquired pneumonia. PMH: COPD, coronary artery disease, hyperlipidemia. Differential: pulmonary embolism vs pneumonia. Status: suspected. Date: 03/15/2024.Assessment: sepsis is worsening with acute respiratory failure. Chronic conditions include type 2 diabetes and chronic kidney disease stage 3. Comorbidity: obesity. Complication: hospital-acquired pneumonia.Principal Dx: congestive heart failure with acute respiratory failure. Secondary: atrial fibrillation, chronic kidney disease. Status: active. Date of onset: 01/20/2024.