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Fine Tune Clinical Note Models

MediumNLP00:00
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Problem

Scenario

You are working on a system that needs to understand clinical notes, including shorthand, section structure, medication mentions, diagnoses, and assessment language. A general language model is not reliable enough on this kind of text, so you want to adapt it to the domain.

Question

How would you fine tune an LLM for clinical note understanding?

What This Tests

  • Domain adaptation for clinical language models
  • Instruction fine-tuning for note understanding
  • Medical entity extraction and normalization
  • Evaluation of factuality and extraction quality