Public Health & Policy

Medical Education

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

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Showing 241-260 of 4,523 articles

Preparing Physicians for Tomorrow's Practice: Contemporary Practice Competencies as a Framework for Technology-Driven Change.

Medical education has long relied on stable, high-level program objectives to articulate the outcomes of undergraduate medical training. These objectives have served an essential role in defining professional identity, guiding curricular design, and ensuring accountability. However, the pace of contemporary clinical change increasingly exceeds the capacity of static curricular structures to adapt....

Apr 7 2026 41945634

Public opinion dissemination simulation based on large language model multi-agent systems.

The Internet has fundamentally reshaped the formation and diffusion of public opinion in modern society. However, existing simulation studies often face challenges such as insufficient fidelity in evolutionary dynamics, behavioral homogenization, and high modeling costs. This study develops a realistic public opinion simulation system that integrates macro-level diffusion patterns with micro-level...

Apr 4 2026 41935064
AI-assisted learning: ChatGPT for anamnesis in women's health education.

UNLABELLED: Artificial intelligence (AI) tools such as ChatGPT are rapidly being adopted in medical education, yet evidence regarding their impact on ...

Apr 3 2026 41932848
AI for Simulation Operations: A Framework for Administrative and Logistical Excellence.

Healthcare simulation centers collect extensive operational, educational, and experiential data, yet much of this information is often underutilized b...

Apr 3 2026 41931827
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...

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 disr...

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
HEAL: health-enhanced adaptive LoRaWAN for AI-based real-time soldier monitoring and status prediction.

Continuous and reliable monitoring of soldiers' health in remote and resource-constrained environments is essential for operational readiness and time...

Apr 2 2026 41927727
MUSiK: An Open Source Simulation Library for 3D Multi-View Ultrasound.

Diagnostic ultrasound has long filled a crucial niche in medical imaging thanks to its portability, affordability, and favorable safety profile. Now, ...

Apr 1 2026 40907042
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
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