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Updated: Jan 20, 2026

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
Published on: December 6, 2024
Helen K Morgan1, George C Mejicano, Susan Skochelak
1H.K. Morgan is clinical associate professor of obstetrics and gynecology and learning health sciences, University of Michigan Medical School, Ann Arbor, Michigan. G.C. Mejicano is senior associate dean for education and professor of medicine, Oregon Health & Science University, Portland, Oregon. S. Skochelak is group vice president, Medical Education, American Medical Association, Chicago, Illinois. K. Lomis is vice president of undergraduate medical education innovations, American Medical Association, Chicago, Illinois. R. Hawkins is president and CEO, American Board of Medical Specialties, Chicago, Illinois. A.R. Tunkel is senior associate dean for medical education and professor of medicine and medical science, Warren Alpert Medical School of Brown University, Providence, Rhode Island. E.A. Nelson is associate dean of undergraduate medical education and distinguished teaching professor, Dell Medical School, University of Texas at Austin, Austin, Texas. D. Henderson is associate dean for student affairs, associate dean for multicultural and community affairs, and associate professor of family medicine, University of Connecticut School of Medicine, Farmington, Connecticut. A.V. Shelgikar is clinical associate professor of neurology, University of Michigan Medical School, Ann Arbor, Michigan. S.A. Santen is senior associate dean of assessment, evaluation, and scholarship and professor of emergency medicine, Virginia Commonwealth University School of Medicine, Richmond, Virginia.
The transition from undergraduate to graduate medical education (GME) needs improvement. Recommendations for an educational handover aim to enhance learner performance and patient care by focusing on continuous quality improvement.
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