Clinical Instructor – Obligatory Final Practice (PFO) (training, protocol validation, and evaluation)
Coordinated clinical simulation and protocol validation efforts that translate into evaluating diagnostic quality and error patterns for downstream AI/LLM healthcare tasks. Applied metacognitive, written documentation and reproducible clinical reasoning to support quality audits and continuous improvement. Worked with clinical procedures and diagnostic interpretation in ways analogous to labeling and assessing healthcare outputs. • Trained residents in diagnostic interpretation, evidence-based decision-making, and clinical procedures. • Developed educational assessment frameworks to evaluate performance and reasoning. • Documented error patterns during audits to improve accuracy and reproducibility. • Mentored healthcare professionals on metacognitive and communication skills for consistent evaluation.