Public Health & Policy

Medical Education

Latest AI and machine learning research in medical education for healthcare professionals.

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Hands-on Artificial Intelligence Education for Radiology Residents: A Three-year Feasibility and Curriculum Implementation Study.

RATIONALE AND OBJECTIVES: Artificial intelligence (AI) has rapidly transformed radiology practice, yet structured and practical AI education remains inconsistently integrated into radiology residency training. We developed and implemented a hands-on AI curriculum designed to integrate core computational principles with clinically relevant imaging applications. This study describes the curriculum d...

Sep 5 2026 42701044

Artificial Intelligence-Based Simulation to Improve Code Status Discussions Among Internal Medicine Residents: A Pilot Randomized Trial.

BACKGROUND: Code status discussions (CSDs) are essential in clinical practice yet training modalities are often resource-intensive and not widely available. AIM: To evaluate whether artificial intelligence (AI)-driven simulation can enhance CSD training. SETTING: A public safety-net hospital affiliated with an academic medical center. PARTICIPANTS: Postgraduate year (PGY)-2 and PGY-3 internal medi...

Sep 3 2026 42690594
The Role of Artificial Intelligence in Teaching Ophthalmology Skills: A Systematic Review.

BACKGROUND: Ophthalmology training requires visual interpretation, procedural skill, and supervised clinical reasoning, but trainee volume, faculty av...

Sep 3 2026 42690629
What Platform Scores Miss: Multidimensional Evaluation of AI Teaching Agents in Medical Education.

BACKGROUND: Large language model (LLM)-based AI teaching agents are increasingly used in medical education, yet their pedagogical quality is typically...

Sep 3 2026 42690903
Guidance for laboratory implementation, governance and continuous assurance of artificial intelligence in histopathology.

Artificial intelligence (AI) is rapidly transforming histopathology, with applications ranging from workflow optimisation and quality assurance to tum...

Sep 2 2026 42684470
Artificial Intelligence-Enabled Precision Education: A Novel Tool to Augment Radiology Residency Training.

RATIONALE AND OBJECTIVES: Radiology residency often fails to account for individual differences between residents or provide sufficient exposure to di...

Sep 2 2026 42686494
Will Artificial Intelligence Replace Me? Automation Susceptibility of Emergency Physician Tasks.

STUDY OBJECTIVE: To apply Autor's labor economics task framework to classify emergency physician tasks by automation susceptibility and map current ar...

Sep 2 2026 42687470
Physics-Informed Neural Networks Meet Multimodal Large Language Models: Biomechanical Simulation in Aortic Aneurysm.

Axial dissections of the thoracic artery are common causes of death in people diagnosed with aortic dissection; however, decisions to intervene on asc...

Sep 2 2026 42688651
Assessing digital health curriculum needs: a mixed-methods study of student and faculty perspectives in a Singapore medical school.

BACKGROUND: The rapid advancement of digital technologies has transformed healthcare delivery, creating an imperative for medical education to integra...

Sep 1 2026 42678088
ColorAdaptNet: A Novel Generative Model for Personalized Color Vision Deficiency Compensation.

Individuals with Color Vision Deficiency (CVD) face difficulties in accurately distinguishing between colors due to reduced perceptual contrast. To ad...

Sep 1 2026 42678873
Current evidence of generative artificial intelligence specifically developed for dental and maxillofacial radiology: a systematic review.

OBJECTIVES: This systematic review aimed to investigate the current development and application landscape of generative artificial intelligence (Gen-A...

Sep 1 2026 42179182
Simulation of AI-driven CT Queue Prioritization in the Emergency Department.

Purpose To evaluate the effect of an artificial intelligence (AI)-driven CT queue prioritization system on emergency department CT wait times using a ...

Sep 1 2026 42484446
Optimising Large Language Models-Based Automated Question Generation for Dental Pharmacology: A Quantitative Evaluation of a Multi-File JavaScript Object Notation Architecture.

INTRODUCTION: The application of Large Language Models (LLMs) for automated question generation in dental education is hindered by inefficient data ma...

Aug 31 2026 42673577
Dendritic U-Net for robust vascular wall segmentation in ultrasound imaging.

PURPOSE: We proposed a method that combines the deep learning model U-Net with a dendritic neuron model (DNM) and demonstrated its effectiveness for m...

Aug 29 2026 42667503
Revealing the Link Between Critical Thinking Disposition and Learning Approaches: A Cross-Sectional Study Among Chinese Medical Students.

This study aimed to explore the association between medical students' critical thinking (CT) disposition and learning approach (LA), to provide novel ...

Aug 28 2026 42661559
Effects of teacher-guided ChatGPT-supported social studies instruction on middle school students' critical-thinking disposition: A quasi-experimental study.

This quasi-experimental study examined whether teacher-guided, ChatGPT-supported social studies instruction was associated with middle school students...

Aug 28 2026 42664932
Eliminating Registration Bias in Synthetic CT Generation using a physics-based simulation framework for pelvic anatomy.

Supervised synthetic computed tomography (sCT) generation from cone-beam CT (CBCT) requires spatially registered training pairs, yet perfect registrat...

Aug 28 2026 42665000
Innovations in dementia education in health sciences: curriculum design and partnerships across three countries.

As dementia prevalence rises globally, health sciences education must evolve to prepare future professionals across disciplines to provide person-cent...

Aug 27 2026 42661145
European Society of Cardiology (ESC) Core Curriculum for the Cardiologist: 2026 update.

This 2026 update of the European Society of Cardiology (ESC) Core Curriculum for the Cardiologist reflects contemporary and emerging requirements for ...

Aug 27 2026 42659028
Evaluating hybrid human-LLM coding workflows for qualitative research in medical education: A generalizability study.

INTRODUCTION: Large language models (LLMs) are increasingly proposed as deductive coders in qualitative research, but their measurement properties rem...

Aug 26 2026 42647413
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