Public Health & Policy

Medical Education

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

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A multimodal deep learning framework for precise silicosis detection on radiographic images.

Pneumoconiosis, a common occupational lung illness, arises from inhaling dust, with silicosis specifically caused by fine crystalline silica dust, leading to lung scarring and inflammation. The diagnosis of silicosis relies on routine monitoring, which includes physical examinations, medical history reviews, and imaging. Chest radiography is a common form of medical screening due to its affordabil...

Jun 22 2026 42332014

Personalized talent cultivation and academic prediction framework for higher education based on the HA-GNN-LSTM architecture.

To address the dilemma of homogeneous talent training and the efficiency bottleneck of human resource management in universities, this study proposes an innovative personalized training framework integrating artificial intelligence, big data, and deep learning. Based on the 18-dimensional full-cycle behavior dataset of 5,000 students and OULAD dataset, a multimodal heterogeneous data fusion pipeli...

Jun 22 2026 42332017
Predictors of same-day discharge following bariatric surgery using machine learning.

BACKGROUND: Same-day discharge (SDD) following bariatric surgery is becoming increasingly more common to reduce healthcare utilization. However, predi...

Jun 22 2026 42332307
Reimagining Dental Education: Integrating Digital Technologies for a Global, Digitally Native Generation-A Perspective.

ABSTRACT: Digital technologies, such as artificial intelligence (AI), virtual reality (VR), and haptic simulation, are rapidly reshaping oral health e...

Jun 20 2026 42322988
Construction of a faculty competency model for medical simulation education integrated with GenAI: a multi-method quantitative study based on the perspective of medical students.

BACKGROUND: The rapid advancement of Generative Artificial Intelligence (GenAI) is reshaping the landscape of medical simulation education, necessitat...

Jun 20 2026 42323590
Adaptive competitive balance regulation in professional sports leagues via graph attention networks and proximal policy optimization.

Sustaining competitive balance underpins both the commercial vitality and fan engagement of professional sports leagues, yet most regulatory regimes s...

Jun 19 2026 42321325
Clinical large language model centered on electronic medical records.

In the quest to enhance medical consultation, our study introduces AI4Doctor, a sophisticated large-language model (LLM) tailored for the clinical dom...

Jun 19 2026 42321427
Denoising of 4D dynamic PET images using spatiotemporal regularization with integrated temporal restoration (SPRINTER).

PURPOSE: High-quality 4D dynamic PET imaging is often compromised by noise, especially in low-count frames, which limits clinical utility and quantita...

Jun 19 2026 42315816
Cross-cultural adaptation and psychometric evaluation of the artificial intelligence learning intention scale (AILIS) among medical sciences students: a methodological study.

BACKGROUND: This study aimed to adapt and psychometrically evaluate the Artificial Intelligence Learning Intention Scale (AILIS) among Iranian medical...

Jun 18 2026 42316367
A validated custom pipeline for three-dimensional kidney stone renderings tocreate an open access repository.

Three-dimensional (3D) rendering of urologic pathology plays an important role in simulation-based education, surgical training, and computer vision r...

Jun 18 2026 42313154
Toward Precise Management of Groundwater by Combined Heavy Metal(loid)s Contamination at Industrial Sites: A Machine Learning Driven Source-to-Risk Zoning Framework.

Controlling and remediating heavy metal(loid) contamination in groundwater at complex industrial sites remains challenging due to mixed pollution sour...

Jun 18 2026 42314815
Is it time to introduce an artificial intelligence curriculum in undergraduate medical education? medical students' perspectives: a systematic review and meta-analysis.

BACKGROUND: Although artificial intelligence (AI) is increasingly transforming healthcare systems, its systematic integration into undergraduate medic...

Jun 17 2026 42310669
Familiar but unprepared: Artificial intelligence training needs in graduate medical education.

BACKGROUND: Graduate medical education trainees increasingly use artificial intelligence tools without formal training. This study quantifies the gap ...

Jun 16 2026 42400962
Simulation-based training in cardiovascular intervention and cardiac surgery: bridging skill, safety, and innovation.

The increasing complexity of cardiovascular procedures, regulatory constraints, and heightened patient safety requirements have necessitated a fundame...

Jun 16 2026 42301733
AI-Generated Versus Human Supervisor Feedback on Medical Students' Clinical Clerkship Logs: Cross-Sectional Convergent Mixed Methods Study.

BACKGROUND: Feedback is essential for medical students' learning during clinical clerkships; yet, supervising physicians often struggle to provide mea...

Jun 16 2026 42302283
Advances in evaluating and delivering nontechnical skills training: The use of simulation, robotics, artificial intelligence and virtual reality.

PURPOSE OF REVIEW: Nontechnical skills (NTS), such as communication, leadership, and situational awareness, are essential for ensuring surgical safety...

Jun 16 2026 42296413
From Flexner to artificial intelligence: one hundred years of Academic Medicine.

As Academic Medicine celebrates a century of contributions to medical education, it is worth examining the questions that drove the inaugural issues o...

Jun 15 2026 42295838
Advancing Continuous KRT Education: Simulation and Technology-Enhanced Learning in Contemporary Practice.

Continuous renal replacement therapy (CRRT) is a technically complex, high-risk ICU therapy in which preventable interruptions, alarm-related downtime...

Jun 15 2026 42295845
Applications of DeepSeek in Medicine: Bibliometric Analysis and Scoping Review.

BACKGROUND: The integration of large language models (LLMs) into medicine has reshaped health care delivery, education, and research. Although proprie...

Jun 15 2026 42296533
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