Andrew Sheng-Han Huang, MD

Clinical workflow contributor · VGHTPE × ASUS AICS

• Translated frontline inpatient documentation needs into data-field mappings, prompt specifications, and acceptance criteria for an LLM medical-note drafting system deployed at VGHTPE in Nov 2025.
• Wrote structured test cases and relayed iterative workflow feedback between clinicians and engineers.

Fourth author · Clinical validation & evaluation

• Co-authored research on outcome-aware rubrics for inpatient clinical decision support, accepted to the NeurIPS 2026 Main Track.
• Reviewed case rubrics, candidate responses, and blinded pairwise preferences from the clinician side, and helped assess the clinical relevance of model responses in early evaluations at VGHTPE.

Scientific communication · NTU College of Management SLC × AI-X-Gs

• Built an interactive explainer linking the anatomical structures in a technical heart-valve paper to its engineering concepts.
• Presented it as a classroom case, featured in the course instructor’s published recap (Dec 2025).

• Co-organized the workshop as one of five organizing-team members.

• Spoke on the path into medicine, learning across disciplines, and AI.

• Recorded instructional materials supporting trainee onboarding and clinical documentation workflows.

• Guided fourth-year medical students, by invitation, from problem discovery toward practical AI-tool use.