Updated: Mar 26, 2026

Project-Based Learning Guidelines for Health Sciences Students: An Analysis with Data Mining and Qualitative Techniques
Published on: December 9, 2022
Barret Michalec1, Douglas Grbic, J Jon Veloski
1B. Michalec is associate professor, Department of Sociology, and assistant director of health research, Center for Drug & Health Studies, University of Delaware, Newark, Delaware. D. Grbic is lead research specialist, Policy Research Studies, Research and Data Programs, Association of American Medical Colleges, Washington, DC. J.J. Veloski is director of medical education research and instructor in psychiatry and human behavior, Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, Pennsylvania. M.M. Cuddy is measurement scientist, National Board of Medical Examiners, Philadelphia, Pennsylvania. F.W. Hafferty is professor of medical education, Division of General Internal Medicine, Program in Professionalism and Values, Mayo Clinic, Rochester, Minnesota.
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Peer nominations in medical school did not cluster by gender or age. However, students in accelerated programs and certain specialties were more likely to nominate each other, indicating social factors influence peer selection.
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