Public Health & Policy

Medical Education

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

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CRISP: Enhancing ASE Workflows With Advanced Molecular Simulation Post-Processing.

Molecular simulations are invaluable for analysing molecular systems, but existing post-processing tools are often limited by a lack of customization, interactivity, and efficiency with large datasets. To address this, we developed CRISP (Comprehensive Repository for Insightful Simulation Post-Processing), an open-source Python toolkit designed to enhance workflows within the Atomic Simulation Env...

May 15 2026 42093264

A Psychometric Analysis of an AI-Assisted Tool for Assessing Learning Outcomes in Veterinary Education.

This study introduces an artificial intelligence-human-in-the-loop (AI-HITL) process to create an instrument for evaluating the quality of learning outcomes (LOs) in a veterinary curriculum. Although clear LOs are essential for competence-based education, their quality often varies, and traditional manual review is inconsistent and time-consuming. We used a large language model (ChatGPT-4o) to gen...

May 14 2026 42133495
How to Enhance the Learning of Veterinary Anatomy by Drawing?

The disappearance of spontaneous student-generated drawings in examinations induced us to start developing anatomical drawing tasks that would be usef...

May 14 2026 42133537
Investigating AI competence among Chinese secondary school teachers: Insights from the UNESCO framework.

This study adopts a quantitative research design employs the UNESCO Teacher AI Competency Framework to assess and validate the artificial intelligence...

May 14 2026 42134188
Wireless, skin-interfaced multimodal sensing system for continuous psychophysiological monitoring-A wearable polygraph device.

Accurate, continuous monitoring of psychophysiological states is central to understanding stress and autonomic dysfunction across diverse medical cont...

May 13 2026 42127197
Effectiveness of artificial intelligence-driven simulation in dental education: a systematic review and meta-analysis of learning outcomes.

BACKGROUND: This systematic review and meta-analysis aimed to evaluate and quantitatively synthesize the effectiveness of artificial intelligence (AI)...

May 13 2026 42121169
AI-driven multimodal simulation for psychiatric clinical education: conceptual framework and preliminary validation of the cognitive core.

BACKGROUND: The global shortage of psychiatrists limits learners' exposure to authentic patient encounters. Simulation can support scalable deliberate...

May 12 2026 42121148
What the AI era doctor should know: a scoping review of proposed artificial intelligence competencies for medical education.

Artificial intelligence (AI) is rapidly reshaping healthcare and the competencies expected of graduating medical students, yet AI curricula and compet...

May 12 2026 42120544
Generative artificial intelligence in undergraduate paediatric nursing education: A scoping review of current applications and ethical considerations.

BACKGROUND: Paediatric content in undergraduate nursing education is typically delivered through lectures, simulation, and clinical placements. Constr...

May 11 2026 42134231
Integrating Machine Learning with Musculoskeletal Simulation Improves OpenCap Video-Based Dynamics Estimation.

OBJECTIVE: Musculoskeletal dynamics influence the progression and rehabilitation of movement-related conditions. However, estimating whole-body dynami...

May 11 2026 42113648
Predicting depressive and anxiety symptoms among Lebanese and Syrian adults in a suburb of Beirut, Lebanon, during concurrent crises: nested cross-sectional study.

OBJECTIVE: This study aimed to develop prediction models for symptoms of poor mental health among Lebanese adults and adult Syrian refugees or migrant...

May 11 2026 42114872
Non-parametric simulation of DNA mixture profiles from one-person trace profiles.

Evidential test data of genotyping softwares must clearly carry the characteristics of real-life evidential trace profiles. Ensuring that simulated da...

May 10 2026 42140029
AI In the Chair: ChatGPT In Dental Education-A Cross-Sectional Study of Student Use and Perceptions in New Zealand.

AIMS: To investigate the usage, implications, and perceptions of ChatGPT among dental students and understand how students incorporate ChatGPT into th...

May 10 2026 42108429
Are Psychiatry Faculty Prepared to Guide AI Use? A National Survey.

OBJECTIVE: To assess psychiatry faculty knowledge, use, and perceptions of artificial intelligence (AI) in undergraduate medical education (UME) and g...

May 9 2026 42104022
AI as a differentiated cognitive partner in medical education: a comparative study of popular science versus research-based curriculum extensions in histology and embryology.

OBJECTIVE: This study compared the efficacy of Popular Science (PS) and Research-Based (RS) curriculum extensions in a Histology and Embryology course...

May 9 2026 42104350
Advances in the Identification and Agreement About Meta-Therapy for Voice Disorders: A Methodological Paper.

BACKGROUND: Meta-therapy (MT) is a powerful dialogue-based element of voice therapy that scaffolds patients' cognitive models of treatment. MT dialogu...

May 8 2026 42101966
Principle-based multiphysics simulation for 3D bioprinting systems: modelling inkjet, extrusion, and DLP processes.

Among additive manufacturing (AM), 3D inkjet technology, materials extrusion (ME), and digital light processing (DLP), which are from dot and line to ...

May 8 2026 42102834
Agentic GPT-5.0 system outperforms standard large language models and human experts in critical care clinical decision-making: a simulation study.

BACKGROUND: Agentic artificial intelligence (AI) systems employing multi-model architectures with iterative reasoning may surpass standard single-mode...

May 8 2026 42104391
Methodological illustration using machine learning methods to predict cancer-related fatigue in cancer patients.

Supervised machine learning is a popular tool for predictor selection in large data sets. The choice of method is currently either based on theory, su...

May 8 2026 42098573
GenAI-Supported Virtual Patients in Health Care Education: Systematic Review.

BACKGROUND: Generative artificial intelligence (GenAI) is enhancing virtual patient simulations in health care education by enabling dynamic, adaptive...

May 7 2026 42098926
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