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Clinical Note Summarization Service

A clinical summarization service that turns longitudinal notes into structured problem, med, and follow-up lists.

TransformersPyTorchFastAPINLP
Abstract teal and mint cover illustration for the Clinical Note Summarization project, showing longitudinal note ribbons condensing into structured mint blocks.

Highlights

  • Fine-tuned encoder-decoder models for section-aware summarization.
  • PHI redaction and audit logging across the entire pipeline.
  • Clinician-facing UI with per-field provenance back to source spans.

Outcomes

  • Reduced chart-prep time before visits by an average of 9 minutes.
  • 95% clinician acceptance of generated problem-list entries.

Stack

  • PyTorch
  • Transformers
  • FastAPI
  • PostgreSQL
  • Docker