Public Health & Policy

Medical Education

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

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Comparative Efficacy of Trained Versus Untrained Generative Artificial Intelligence Platforms in Providing Case-Based Multiple-Choice Questions on Traumatic Dental Injuries in the Pediatric Dentistry Curriculum: A Cross-Sectional Study.

BACKGROUND/AIM: To determine the comparative efficacy of trained versus untrained generative artificial intelligence platforms in providing multiple-choice questions on traumatic dental injuries in a pediatric dentistry curriculum. MATERIAL AND METHODS: In this cross-sectional study, a standardized prompt was used on three generative artificial intelligence platforms, accessed via web interfaces i...

Jul 6 2026 42410937

Progressive growing of patch size: Curriculum learning for accelerated and improved medical image segmentation.

In this work, we introduce Progressive Growing of Patch Size (PGPS), an automatic curriculum learning approach for 3D medical image segmentation. Curriculum learning structures the training process by presenting progressively more complex samples to the model, often improving training convergence. In our case, we operationalize this by starting training with small patch sizes and gradually increas...

Jul 3 2026 42456453
Awareness, Educational Needs, and Curriculum Preferences Regarding AI and Medical Big Data Education Among Clinical Medicine Undergraduates: Cross-Sectional Survey Study.

BACKGROUND: The rapid integration of artificial intelligence (AI) and medical big data into health care is transforming diagnosis, treatment planning,...

Jul 2 2026 42390115
MDCU MedUMORE: a national digital platform for equitable and lifelong medical education in Thailand and beyond.

PROBLEM: Inequities in educational infrastructure, faculty availability, and access to continuing professional development contribute to variability i...

Jul 2 2026 42391026
Exploring Ambient Artificial Intelligence to Enhance Learning and Feedback During Operating Room-to-Intensive Care Unit Handoffs: Co-Design and Simulation Study.

BACKGROUND: Operating room (OR)-to-intensive care unit (ICU) handoffs are among the most complex and high-risk communication events in perioperative c...

Jul 2 2026 42391101
Multidirectional Optical Bone Densitometry Using a Simulation-Based Machine Learning Model: Experimental Validation with Bone Phantoms.

PURPOSE: While the multidirectional optical bone densitometry approach, originally proposed based on simulation, has been previously reported, its exp...

Jul 2 2026 42393400
Multiscale Neural Network Potential with Anisotropic Message Passing for the Fast and Accurate Simulation of Protein Dynamics and Enzymatic Reactions.

We present the next generation of AMP, a neural network potential (NNP) with anisotropic message passing designed to study large biomolecular systems ...

Jul 1 2026 42384764
AI In Leukemia Diagnostics: Complementing the Pathologist's Role.

Artificial intelligence (AI) is reshaping every stage of leukemia diagnostics, from digital morphology and multiparameter flow cytometry to next-gener...

Jul 1 2026 42387641
From technological optimism to clinical realism: medical students' attitudes toward artificial ıntelligence and ıts career ımplications - a cross-sectional study at a Turkish Medical Faculty.

BACKGROUND: As AI integration in medicine becomes critical, this study evaluated medical students' attitudes and knowledge regarding AI and determined...

Jul 1 2026 42381025
Indirect methods for the verification of reference intervals in laboratory medicine.

Despite the obligation imposed by national and international accreditation standards to periodically verify reference intervals against local conditio...

Jul 1 2026 42384440
Closing the Feedback Loop: The Feed Protocol for AI-Driven Curricular Reform in Surgical Residency.

OBJECTIVE: The American Board of Surgery In-Training Examination (ABSITE) assesses surgical resident knowledge, but manual analysis of program-wide da...

Jul 1 2026 42385587
The fetoneonatology fellowship: a unified subspecialty for the fetal-neonatal continuum.

Advances in fetal diagnosis and therapy have created a need for clinicians with expertise spanning prenatal assessment and neonatal care. Current mate...

Jul 1 2026 42386900
From Using AI to Relating Through AI: A Postphenomenological and Reflexive Inquiry Into Nursing Education in Developing Country Contexts.

Artificial intelligence (AI) technologies are increasingly integrated into nursing education often framed as neutral tools that enhance learning effic...

Jul 1 2026 42070277
What AI Cannot Teach: An Epistemological Reconceptualisation of the Nurse Educator Role Based on an Analysis of Carper's Ways of Knowing.

The rapid integration of artificial intelligence into healthcare and education is transforming how nurses teach, learn and acquire knowledge. Despite ...

Jul 1 2026 42252748
The Empirical Bayes Variational Autoencoder-A Neural ODE Approach for Population Modeling in Pharmacology.

Variational autoencoders (VAEs) combined with neural ordinary differential equations provide a flexible framework for exploring neural latent-variable...

Jul 1 2026 42310401
Utilization of Artificial Intelligence as Simulated Patients to Enhance Student Interviewing Skills in the Pharmacy Curriculum Across Multiple Programs.

BACKGROUND: Traditional methods to practice patient interviewing skills for student pharmacists include the use of actors and role-playing. While effe...

Jul 1 2026 42322107
Computational validation of a wearable biomechanical sensor network framework for real-time fatigue monitoring and performance prediction in gymnastic training.

This study introduces a simulation-based wearable biomechanical sensor network framework intended to support real-time fatigue monitoring and performa...

Jun 30 2026 42380526
Artificial Intelligence Use Among Occupational Therapy Students in Academic and Fieldwork Education.

BACKGROUND: Artificial intelligence (AI) use is rapidly emerging in health care and health professions education; there is limited literature to guide...

Jun 30 2026 42377065
Iterative Multidisciplinary Development and Evaluation of a Patient-Facing SDoH Chatbot Using Synthetic Data Simulation.

BACKGROUND: Systematic collection of social determinants of health (SDoH) data remains inconsistent across healthcare settings, despite its critical i...

Jun 30 2026 42378322
Teaching AI ethics in medical schools: a scoping review protocol on the ethical-technical balance in curricular frameworks.

INTRODUCTION: The rapid integration of artificial intelligence (AI) technologies in healthcare, ranging from diagnostic tools to clinical decision sup...

Jun 30 2026 42379729
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