Public Health & Policy

Medical Education

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

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Showing 161-180 of 4,138 articles

Transformer-based temporal models for probabilistic load and photovoltaic power forecasting in commercial microgrids.

In commercial microgrids, for effective energy management and reliable decision-making, it is imperative to include the uncertainties in load demands as well as in the renewable energy generation. To refine the research focus, the proposed work focusses on solar PV-load forecasting in the smart grid environments. The rise in demand fluctuations necessitates an improved 10% accuracy in the forecast...

Jun 30 2026 42380214

FedFound: a federated foundation model for lifespan brain morphological connectome analysis.

The brain morphological connectome derived from structural MRI reflects inter-regional morphological relationships, providing a powerful representation for characterizing individual variability and detecting abnormalities across the lifespan. However, these abnormal alterations are subtle and complex, posing significant challenges for accurate and generalizable diagnosis using machine learning. He...

Jun 30 2026 42373765
Dynamic low-altitude airspace partitioning and management strategy optimization based on graph neural networks and spatial cognitive constraints.

The rapid expansion of urban air mobility operations demands adaptive airspace management approaches that transcend traditional static sectorization. ...

Jun 29 2026 42374086
Comparative Evaluation of Large Language Models for Surgical Case Creation.

OBJECTIVE: To evaluate and compare the performance of five large language models (LLMs)-ChatGPT-4o (OpenAI), Claude-3.5-sonnet (Anthropic), Gemini-2.0...

Jun 27 2026 42364537
Data-driven approaches for predictive modeling of N77/N78 band 5G microstrip patch array antenna using curve fitting and supervised regression.

This paper deals with the design of a single-element and [Formula: see text] bandwidth microstrip patch array antennas for N77/N78 band applications. ...

Jun 27 2026 42365062
Supporting Radiology Resident Education and Clinical Decision-Making With Large Language Models: Comparative Study of Reasoning Models DeepSeek-R1 and ChatGPT-o1.

BACKGROUND: Radiology trainees require efficient, accurate, and accessible resources to master complex imaging techniques and identify findings that g...

Jun 26 2026 42361338
Knowledge, attitudes, and practices toward artificial intelligence among health sciences students: A cross-sectional study in Palestine.

BACKGROUND: Artificial intelligence (AI) is increasingly integrated into healthcare education and clinical practice. Understanding health sciences stu...

Jun 26 2026 42361129
Artificial intelligence to support debriefing in simulation-based healthcare education: a scoping review.

BACKGROUND: Artificial intelligence is increasingly being integrated into healthcare education and simulation-based education. However, its role in su...

Jun 25 2026 42351276
Advancing the Science of Surgical Education: Reflections From the 2025 University of Melbourne Department of Surgery Research Showcase.

BACKGROUND: The 2025 University of Melbourne Department of Surgery Research Showcase, held on 18 November 2025, brought together surgeons, researchers...

Jun 25 2026 42357848
Quercetin derivatives from Camellia sinensis for the discovery of anticancer compound against P-glycoprotein-mediated multidrug resistance: a computational approach.

Cancer is an ongoing severe health complication and public health concern. Efforts have been made to overcome this; however, the emergence of multidru...

Jun 25 2026 42347874
Impact of AI-Generated Feedback on Dental Student Performance in Preclinical Prosthodontics Education.

PURPOSE: This study aimed to evaluate the impact of an artificial intelligence (AI)-generated formative feedback system on third-year dental students'...

Jun 25 2026 42348423
Evaluating Source-Based Large Language Models for Preclinical Dermatology Education: Comparative Study.

BACKGROUND: Large language models (LLMs) have gained increasing popularity in medical education, with evidence supporting their educational value when...

Jun 25 2026 42348732
AI integration into undergraduate health education streams- a multicenter study in Sri Lanka.

BACKGROUND: Despite rapid integration of AI in healthcare, formal AI education remains limited in health professional curricula globally, particularly...

Jun 25 2026 42351073
Development and pilot evaluation of a large language model-based clinical simulation system for medical education in gastroenterology.

BACKGROUND: Medical education relies on experience to develop clinical reasoning skills, yet patient access is often limited. Large language models (L...

Jun 25 2026 42351097
Impact of machine learning on spare parts availability for critical medical devices: a supervised machine learning perspective.

PURPOSE: This paper seeks to improve the reliability and quality of operation of the critical medical equipment methods through the combination of fai...

Jun 25 2026 41392590
Bridging the rural logistics penalty: quantifying structural costs and designing policy mechanisms for home TCM delivery to older adults with chronic respiratory diseases.

BACKGROUND: Equitable access to prescribed therapies remains challenging for older adults with chronic respiratory diseases (CRDs) in rural China. Liq...

Jun 24 2026 42343367
Preclinical Dialogue Simulation: Evaluating Response Accessibility in Conversational Artificial Intelligence for Aphasia Therapy.

PURPOSE: Large language model (LLM)-driven conversational agents are increasingly considered for use in clinical contexts, yet systematic approaches f...

Jun 24 2026 42340760
Candidate Passive Sensor Suite Technologies for Tactical Combat Casualty Care Environments: Comparative Assessment Study.

BACKGROUND: The United States Army Institute for Surgical Research conducted an analysis of 3 prototype sensor suites; all candidates were designed to...

Jun 24 2026 42341153
Leveraging simulation to provide a practical framework for estimating the novel scope of risk of large language models in healthcare.

BACKGROUND: Large language models (LLMs) are rapidly entering clinical and consumer use, yet their probabilistic outputs have delivered a variety of u...

Jun 24 2026 42342371
Medical students' knowledge and attitude towards using artificial intelligence in medical education and practice: a pre-post study.

BACKGROUND: This study aims to evaluate the knowledge and attitudes of Mansoura medical students towards artificial intelligence (AI) use in medical e...

Jun 23 2026 42337771
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