Skip to content

Medical Education

Research and news on artificial intelligence in medical education.

Items are selected several times a day by an automated pipeline and the summaries are machine generated; follow the links to the original sources. See About for how selection works.

Color key: News and Events

A crossover randomized pilot in preclinical pathology linked a curriculum-aligned custom GPT to higher faculty-assessed self-directed learning documentation and small group performance, though delayed knowledge retention did not differ significantly [2]. A separate study found students rated curated AI answers helpful but struggled to judge their accuracy [9].

Read the rest of this week's brief

On policy, a proposed framework argues that governance in undergraduate medical education centers on conduct restrictions while oversight, infrastructure, and evaluation lag [6]. For graduate training, another proposal maps AI competencies onto the six ACGME core competencies as the council considers revising its Common Program Requirements [14].

Also this week: the section holds ten items on teaching and curriculum, including a mini review of flipped classrooms in dermatology, and two on simulation and skills. One item each covers assessment and feedback, exams and benchmarks, and attitudes and adoption. A comparison of six language models on medical microbiology questions found considerable variation in performance.

Read aloud from this page's text by an AI-generated voice, not a human narrator; the text is authoritative.

The picture as of October 15, 2026; numbered links go to the items below.

ICE BlogOctober 15, 2026
The Educational Alliance Facilitates Trust in Competency-Based Health Professions Education

Educators from the International Competency-based Education blog discuss how a strong educational alliance between trainee and supervisor builds trust in competency-based health professions education, including feedback seeking.

PubMed AI in medical educationOctober 15, 2026
Development and expert evaluation of a culturally adapted large language model for Malay clinical history-taking simulation: mixed methods study

A mixed methods study built a consultant-reviewed English-Malay clinical dialogue dataset and fine-tuned a large language model for simulated history-taking, finding the approach feasible without establishing educational superiority.

Inside Higher Ed AIOctober 15, 2026
Universities Are on an AI Philosopher Hiring Spree

Universities are hiring more philosophy professors to study questions about knowledge and humanity raised by artificial intelligence, creating rising demand for the field.

Inside Higher Ed AIOctober 15, 2026
More U.K. Universities End Turnitin Contracts as Concerns Mount

Newcastle and Westminster universities are not renewing their Turnitin plagiarism-detection contracts, following Southampton, amid questions about how the service handles AI-generated writing.

PubMed AI in medical educationOctober 14, 2026
Comparative Outcomes of ChatGPT Versus Faculty-Facilitated Simulation Design by Medical Students

A study compared simulation scenarios designed by medical students using ChatGPT with faculty-facilitated designs, finding the AI-generated scenarios took less time to create and were comparable in quality.

PubMed AI in medical educationOctober 14, 2026
Curriculum-Aligned Conversational AI to Support Pathology Self-Directed Learning in Preclinical Medical Students: A Crossover Randomized Pilot Study

A crossover randomized pilot study found a curriculum-aligned custom GPT was linked to higher faculty-assessed self-directed learning documentation and small group performance in pathology, with no significant difference in delayed knowledge retention.

PubMed AI in medical educationOctober 14, 2026
Physician Training for the AI Era: Rethinking a Century-Old Wager

A commentary examines how physician training should be rethought for an era of artificial intelligence, questioning long-standing assumptions in medical education.

PubMed AI in medical educationOctober 14, 2026
Artificial intelligence in biomedical visualization and education: a narrative review

A narrative review surveys artificial intelligence in biomedical visualization, including synthetic imaging, vision-language systems, and 3D reconstruction, with attention to uses in medical education and scientific and clinical communication.

Inside Higher Ed AIOctober 14, 2026
How to Save the Take-Home Essay by Making the Writing Process Visible

Describes using a writing process visualizer to make student drafting visible, offering an alternative to opaque AI-detection scores for preserving take-home essays.

npj Digital MedicineOctober 14, 2026
From compliance to competence: a multi-level model for AI governance in undergraduate medical education

Proposes a multi-level framework for governing artificial intelligence in undergraduate medical education, arguing current policies focus on conduct restrictions while oversight, infrastructure, and evaluation lag.

JMIR Medical EducationOctober 13, 2026
Simulation-Based Radiology Training for Medical Technical Assistant Trainees: Quasi-Experimental Study

A quasi-experimental study evaluates a digital radiology simulation module for medical technical assistant trainees in Germany, examining learning gains and how perceived relevance to future work affects them.

PubMed AI in medical educationOctober 13, 2026
Charting the rise of artificial intelligence in medical education: a global bibliometric and network analysis, 2000-2026

A bibliometric analysis of research from 2000 to 2026 finds artificial intelligence in medical education is growing quickly but is concentrated in a few countries and institutions, with themes of learner tools, assessment, and generative.

PubMed AI in medical educationOctober 13, 2026
Medical students' appraisal of curated AI answers in a cardiovascular system course

A study of medical students in a cardiovascular course found curated AI answers helpful, but students struggled to judge accuracy, found responses too detailed, and wanted more diagrams.

PubMed AI in medical educationOctober 13, 2026
Flipped classroom and technology-enhanced learning in dermatology education: evidence, implementation, and future directions

A mini review synthesizes evidence on flipped classroom and technology-enhanced learning in dermatology education, distinguishing true flipped classrooms from broader blended learning and discussing implementation and future directions.

PubMed AI in medical educationOctober 13, 2026
Artificial Intelligence Across the Surgical Research Workflow: A Stage-Specific Framework for Benefits, Failure Modes, and Oversight

A review proposes a stage-specific framework for using large language models across the surgical research workflow, from literature review to manuscript preparation, listing benefits, failure modes, and needed oversight.

Comments

Joining the discussion requires a free GitHub account. Comments are stored publicly on the site's GitHub Discussions board, so leave out anything you would not post in public, such as patient details, student records, or exam content. Comments are moderated.