Clinical Note-taking from Doctor-Patient Conversations
- RoleData Scientist
- PeriodJun 2023 - Jun 2024
NLP/LLM system extracting structured clinical attributes from transcripts.
Data
De-identified clinical transcripts and medical records.
Objective
Extract structured clinical information from doctor-patient conversations to support documentation.
Outcomes
- Built an NLP/LLM-based system to extract key medical attributes and generate structured notes.
- Designed an evaluation pipeline combining rule-based and model-based methods to monitor accuracy and surface failure modes.
Tech
Python, LangChain, Hugging Face, Azure OpenAI, DeepEval.
Stack
- Python
- LangChain
- Hugging Face
- Azure OpenAI
- DeepEval