Md. Jamil Hossain

Healthcare

Care note assistant

Turns a doctor–patient conversation into a structured visit summary for the doctor to review, removing names and other personal details first.

Screenshot of Care note assistant
Fig. 1 · carenote-ai-nine.vercel.app, captured from the live site

01 Problem

Clinicians spend a large share of each visit on documentation, and sending raw transcripts to an AI service risks exposing patient identity.

02 Approach

  1. Names, dates, phone numbers and other HIPAA Safe Harbor identifiers are replaced with placeholders before anything is stored or sent to the model.
  2. The model fills a strict SOAP note schema and lists what the visit did not cover instead of inventing it; a clinician reviews and locks every note.
  3. Finished notes export as FHIR DocumentReference resources.

03 Evidence

  • Redaction covered by targeted unit tests
  • Schema-validated model output
  • End-to-end tests in CI

The repository README explains how to run each test suite, and its continuous integration history is public.