Showing 1 - 3 of 3 Research Library Publications

ACTA: Short-Answer Grading in High-Stakes Medical Exams

Posted: | King Yiu Suen, Victoria Yaneva, Le An Ha, Janet Mee, Yiyun Zhou, Polina Harik

Proceedings of the 18th Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2023), Pages 443-447

 

This paper presents the ACTA system, which performs automated short-answer grading in the domain of high-stakes medical exams. The system builds upon previous work on neural similarity-based grading approaches by applying these to the medical domain and utilizing contrastive learning as a means to optimize the similarity metric. 

Category:Assessment-Oriented Research, Scoring, General Measurement

How the Quadruple Aim Widens the Lens on the Transition to Residency

Posted: | Michael A. Barone, Jessica L. Bienstock, Elise Lovell, John R. Gimpel, Grant L. Lin, Jennifer Swails, George C. Mejicano

Journal of Graduate Medical Education: Volume 14, Issue 6, Pages 634-638

 

This article discusses recent recommendations from the UME-GME Review Committee (UGRC) to address challenges in the UME-GME transition—including complexity, negative impact on well-being, costs, and inequities.

Category:Assessment-Oriented Research, Other, Health Professions

The Undergraduate to Graduate Medical Education Transition as a Systems Problem: A Root Cause Analysis

Posted: | Jennifer L. Swails, Steven Angus, Michael Barone, Jessica Bienstock, Jesse Burk-Rafel, Michelle Roett, Karen E. Hauer

Academic Medicine: Volume 98 - Issue 2 - Pages 180-187

 

This article describes the work of the Coalition for Physician Accountability’s Undergraduate Medical Education to Graduate Medical Education Review Committee (UGRC) to apply a quality improvement approach and systems thinking to explore the underlying causes of dysfunction in the undergraduate medical education (UME) to graduate medical education (GME) transition.

Category:Assessment-Oriented Research, Other, Health Professions