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

Reported Pediatrics Milestones (Mostly) Measure Program, Not Learner Performance

Posted: | Kimberly Hu, Patricia J. Hicks, Melissa Margolis, Carol Carraccio, Amanda Osta, Marcia L. Winward, Alan Schwartz

Academic Medicine: Volume 95 - Issue 11S - Pages S89-S94

 

Semiannually, U.S. pediatrics residency programs report resident milestone levels to the Accreditation Council for Graduate Medical Education (ACGME). The Pediatrics Milestones Assessment Collaborative (PMAC) developed workplace-based assessments of 2 inferences. The authors compared learner and program variance in PMAC scores with ACGME milestones.

Category:Assessment-Oriented Research, Links to Outcomes

A Novel Workplace-Based Assessment for Competency-Based Decisions and Learner Feedback

Posted: | P.J. Hicks, M.J. Margolis, C.L. Carraccio, B.E. Clauser, K. Donnelly, H.B. Fromme, K.A. Gifford, S.E. Poynter, D.J. Schumacher, A. Schwartz & the PMAC Module 1 Study Group

Medical Teacher: Volume 40 - Issue 11 - p 1143-1150

 

This study explores a novel milestone-based workplace assessment system that was implemented in 15 pediatrics residency programs. The system provided: web-based multisource feedback and structured clinical observation instruments that could be completed on any computer or mobile device; and monthly feedback reports that included competency-level scores and recommendations for improvement.

Category:Assessment-Oriented Research, General Measurement