Portfolio
Current projects
Six connected efforts spanning AI-delivered teaching, faculty development, competency frameworks, curriculum integration, and institutional guidance.
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RCT in progress
AI Clinical Reasoning Tutor
IRB-approved randomized controlled trial of a three-role AI agent (patient + EHR + tutor) in the pre-clerkship Foundations of Practice course.
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Live platform
AI-Assisted Faculty Development Hub
Privacy-first LMS with the Foundations of AI in Medical Education series, a citation-grounded AI tutor, and leadership analytics.
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Live in the Hub
AI Video Communication Training
Real-time spoken practice with an AI-simulated mentee, graded by an AI coach against a mentoring-competency-aligned behavioral rubric.
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Internal tool
AI Curriculum Mapping
Interactive comparison of major AI-competency frameworks unified into one superset structure — synthesis, gap analysis, and framework building.
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Ongoing integration
AI Competencies in the Curriculum
Mapping and embedding AI competencies across Foundations of Practice and Intersessions workshops in the pre-clerkship and clinical years.
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In progress
AI Guidelines for Faculty & Learners
Council-led institutional guidelines for safe, ethical, and effective AI use, targeted for an initial version by end of 2026.