Demystifying AI: current state and future role in Medical Education Assessment

L Turner, DA Hashimoto, S Vasisht… - Academic Medicine, 2023 - journals.lww.com
Medical education assessment faces multifaceted challenges, including data complexity,
resource constraints, bias, feedback translation, and educational continuity. Traditional …

[HTML][HTML] TRainee Attributable & Automatable Care Evaluations in Real-time (TRACERs): a scalable approach for linking education to patient care

J Burk-Rafel, SS Sebok-Syer, SA Santen… - … on Medical Education, 2023 - ncbi.nlm.nih.gov
Competency-based medical education (CBME) is an outcomes-based approach to
education and assessment that focuses on what competencies trainees need to learn in …

Clinical reasoning of a generative artificial intelligence model compared with physicians

S Cabral, D Restrepo, Z Kanjee, P Wilson… - JAMA Internal …, 2024 - jamanetwork.com
Methods| We recruited internal medicine residents and attending physicians at 2 academic
medical centers in Boston, Massachusetts, from July to August 2023. We used 20 clinical …

Development and validation of a machine learning model for automated assessment of resident clinical reasoning documentation

V Schaye, B Guzman, J Burk-Rafel, M Marin… - Journal of General …, 2022 - Springer
Background Residents receive infrequent feedback on their clinical reasoning (CR)
documentation. While machine learning (ML) and natural language processing (NLP) have …

Evaluation of Large Language Models for Summarization Tasks in the Medical Domain: A Narrative Review

E Croxford, Y Gao, N Pellegrino, KK Wong… - arXiv preprint arXiv …, 2024 - arxiv.org
Large Language Models have advanced clinical Natural Language Generation, creating
opportunities to manage the volume of medical text. However, the high-stakes nature of …

Competing discourses, contested roles: Electronic health records in medical education

D Huang, C Whitehead, A Kuper - Medical Education, 2024 - Wiley Online Library
Introduction The integration of electronic health records (EHRs) into medical education
remains contested despite their widespread use in clinical practice. For medical trainees …

Assessment Tools for Patient Notes in Medical Education: A Scoping Review

WF Kelly, MK Hawks, WR Johnson, LA Maggio… - Academic …, 2023 - journals.lww.com
Purpose Physician proficiency in clinical encounter documentation is a universal
expectation of medical education. However, deficiencies in note writing are frequently …

[HTML][HTML] Influence of a Large Language Model on Diagnostic Reasoning: A Randomized Clinical Vignette Study

E Goh, R Gallo, J Hom, E Strong, Y Weng, H Kerman… - medRxiv, 2024 - ncbi.nlm.nih.gov
Objective: To assess the impact of the GPT-4 LLM on physicians' diagnostic reasoning
compared to conventional resources. Design: Multi-center, randomized clinical vignette …

Assessing the Assessment—Developing and Deploying a Novel Tool for Evaluating Clinical Notes' Diagnostic Assessment Quality

M Maria, K Maram, H Sarib, R Jason, T Eguale… - Journal of General …, 2023 - Springer
Background Ambulatory diagnostic errors are increasingly being recognized as an important
quality and safety issue, and while measures of diagnostic quality have been sought, tools to …

Systematic Development and Validity Evidence for a Checklist to Assess Bed Mobility Skills Among Physical Therapy Students

HR Roth, EE Holland, L Goh, E Wong… - Journal of Allied …, 2024 - ingentaconnect.com
INTRODUCTION: Assessments with strong validity evddence are necessary to accurately
assess health profes-sions students' performance of clinical skills. The aim of this study was …