Public Health & Policy

Medical Education

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

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Showing 81-100 of 4,515 articles

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 domain. At the heart of AI4Doctor is an innovative integration strategy that synergizes distilled data extracted from electronic medical records (EMR) with empirical insights gathered from practicing physicians during the supervised fine-tuning. Althoug...

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 quantitative accuracy. This study proposes a novel spatiotemporal denoising method (SPRINTER) that integrates anatomical priors, self-supervised adaptive principal component analysis (aPCA), and deep learning to enhance image quality and preserve time activi...

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
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
A comparative benchmark of DeepSeek-R1 on the USMLE: surpassing human and AI performance averages.

OBJECTIVE: The rapid advancement of Large Language Models (LLMs) has generated interest in their application to medical education, particularly for hi...

Jun 15 2026 42296682
Can Artificial Intelligence Substitute Dental Public Health Expertise? A Competency-Based Analysis Across Core DPH Domains.

BACKGROUND: Artificial intelligence (AI) is increasingly integrated into public health and dentistry, with a range of applications. While these develo...

Jun 14 2026 42289274
CME-KGDTI: integrating clustered mutations into knowledge graph embedding for drug-target interaction prediction.

BACKGROUND: Computational prediction of drug-target interaction (DTI) is critical for drug discovery and precision medicine. Herein, we constructed a ...

Jun 14 2026 42289745
Large language model prompt engineering for medical education: A practical guide for the Australian and New Zealand College of Anaesthetists Final Examination.

Large language models (LLMs) can achieve passing scores in specialist-level examinations, yet their capacity to author high-stakes examination content...

Jun 14 2026 42290129
Expanding the ethics horizon: integrating African canons for inclusive research ethics in Africa.

BACKGROUND AND INTRODUCTION: Society 5.0 envisions a future where technology and humanity integrate to address societal concerns. In an era marked by ...

Jun 12 2026 42277825
AI in UK Medical Education: A Framework for Curriculum Reform.

Artificial intelligence (AI) is increasingly transforming health care through improvements in diagnosis, predictive analytics, and workflow optimizati...

Jun 12 2026 42284608
Stage-transition mechanism of forest-grass vegetation coverage in machine-learning simulation of event-scale suspended sediment concentration processes.

Vegetation restoration is widely regarded as a key measure for mitigating soil erosion in the middle reaches of the Yellow River. However, the regulat...

Jun 12 2026 42284844
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