Public Health & Policy

Medical Education

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

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LSTM-CNN hybrid model for E-commerce talent demand prediction and intelligent program optimization in vocational colleges under the double first-class initiative.

This study develops an intelligent e-commerce talent demand prediction system built on a hybrid Long Short-Term Memory (LSTM) and Convolutional Neural Network (CNN) architecture, designed to support vocational college program optimization under China's Double First-Class Initiative. The hybrid model pairs LSTM networks for temporal sequence modeling with CNN components for spatial feature extracti...

Apr 3 2026 41933079

Beyond block time: a head-to-head comparison of reinforcement learning, genetic algorithms, and predict-then-optimize scheduling for operating room workflow using discrete-event simulation.

BACKGROUND: Operating room (OR) inefficiency persists despite decades of process improvement, largely due to stochastic case durations, emergency disruptions, and resource coupling across pre-, intra-, and postoperative steps. While artificial intelligence (AI) methods are increasingly proposed for OR scheduling and allocation, most evaluations are single-method, single-site, or non-comparative, l...

Apr 2 2026 41946121
"SP" (aka Standardized/Simulated Patient/Participant/Person).

The acronym "SP" is widely used in simulation-based education, yet its meaning varies across contexts, referring at different times to standardized pa...

Apr 2 2026 41931710
Adult Day Centers as Partners in Baccalaureate Nursing Dementia Education.

This pilot study explored how adult day centers can serve as transformative clinical learning environments for nursing students to learn dementia care...

Apr 2 2026 41925309
Transforming Health Care AI Education Through Micro-learning: A Novel Partnership Model for Nursing Workforce Development.

Health care professionals face an urgent need for AI literacy as artificial intelligence technologies rapidly transform clinical practice, yet nursing...

Apr 2 2026 41925679
AI-Assisted Virtual Reality Simulation for Therapeutic Ambient Communication: An Integrative Review.

BACKGROUND: Artificial intelligence-enabled ambient speech recognition technology is an emerging innovation poised to transform how nurses care for an...

Apr 2 2026 41926557
A Unified Experience Replay Framework for Spiking Deep Reinforcement Learning.

Deep Reinforcement Learning (DRL) methods have shown remarkable success in many applications, yet their high energy consumption limits their practicab...

Apr 1 2026 41379917
The Impact of AI-Based Educational Applications on University Students' Piano Skills and Self-Efficacy.

The incorporation of AI-powered applications into music education is becoming increasingly important, as these tools can extend practice support beyon...

Apr 1 2026 41572486
AI in the Classroom: Observing Preclinical Students' Use of ChatGPT During Case-Based Learning at a UK Medical School.

BACKGROUND: This article explores how preclinical students in a UK medical school utilise ChatGPT during their case-based learning (CBL) curriculum. M...

Apr 1 2026 41688097
Head radiotherapy positioning guidance system based on feature recognition and automatic annotation: Clinical validation and error analysis.

BACKGROUND: Positioning accuracy in radiotherapy is critical for treatment outcomes, especially in head tumor radiotherapy, where the target area is s...

Apr 1 2026 41904706
Exploring Knowledge, Attitudes, and Practices of Dental Hygiene Students Regarding Artificial Intelligence.

Purpose Artificial intelligence (AI) is increasingly used in health professions education, yet little is known about dental hygiene students' knowledg...

Apr 1 2026 41905749
Global Sensitivity Analysis for Robust XAI: Quantifying Clinical Risk and Prediction Instability in Dermoscopic Image Classification.

The high nominal accuracy achieved by deep learning models in predicting malignant skin lesions is frequently undermined by their susceptibility to op...

Apr 1 2026 41913512
Key Measures for Evaluating Diagnostic Accuracy in Multi-Class Classification: An Overview and Simulation-Based Comparison.

Recent advancements in artificial intelligence have led to increased interest in predictive modeling across various domains, including medicine. Altho...

Apr 1 2026 41914484
Artificial intelligence in gastroenterology clinical practice: Scoping review of large language model applications.

BACKGROUND: Advances in artificial intelligence have brought renewed attention to tools that can work with the large amount of written information gen...

Mar 31 2026 41921370
AI-assisted videolaryngoscopy improves intubation success: results from a randomized simulation trial.

Video laryngoscopy has become an integral part of today's airway management. Despite its advantages, loss of depth perception and increased cognitive ...

Mar 30 2026 41910861
Impact of an Immersive AI Simulation on Nursing Student Attitudes Toward Mental Illness.

There is simultaneously a global shortage of mental health professionals and a rising demand for mental health services. Nurses provide the largest sh...

Mar 30 2026 41912252
Acceptability of GenAI to support pharmacist research skill development.

BACKGROUND: Generative AI (GenAI) has increasingly been used in ways to support health professions education but the utility of it to support research...

Mar 28 2026 41925461
A Chat With Hippocrates: The Oath in the Age of AI.

In 2005, Weill Cornell Medicine revised the Hippocratic Oath. Since then, this revised oath has been administered to graduating medical students and b...

Mar 28 2026 41902833
Mapping AI Teaching Strategies to COEPA as a Framework for Integrating Artificial Intelligence in Pharmacy Education.

The integration of artificial intelligence (AI) into curriculum and instruction provides a new challenge facing pharmacy educators. This article explo...

Mar 26 2026 41903891
Artificial Intelligence in the Internal Medicine Clerkship: Results of a National Survey.

PURPOSE: Artificial intelligence (AI) in medical education is rapidly evolving. The nascent literature about the use of AI in clerkships is sparse. In...

Mar 26 2026 41888492
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