Suyoung Mel Kwon
Selected Works
MedicalClinical DocumentationNLPAI

“Get time back. Move care forward.”

MARS: AI Clinical Documentation

Re-engineering clinical workflow with GenAI

Period
Sep – Oct 2025
Role
Team LeadPMAI ResearchPrompt Engineering
Team
PM (me)2 LLM engineers1 clinical advisor
Org
SNUBH × KAIST Datathon
10s Summary

What?

Built an LLM system that writes discharge summaries from real hospital records. Won 2nd place in Seoul National University Bundang Hospital's datathon.

Why?

Doctors spend up to 30% of their time turning messy notes into discharge summaries, and a national strike left them even more short-staffed.

How?

Cleaned up noisy, duplicated records, then designed department-specific, multi-step prompts with guardrails against hallucination, validated by clinicians.

MARS: AI Clinical Documentation, case study page 1 of 4MARS: AI Clinical Documentation, case study page 2 of 4MARS: AI Clinical Documentation, case study page 3 of 4MARS: AI Clinical Documentation, case study page 4 of 4

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