Medical Education

Transformer-based multi-agent traffic simulation for autonomous vehicle testing in shared urban road segments.

Microscopic traffic simulation plays a crucial role in the development and testing of autonomous driving systems. However, accurately reproducing traffic participant behavior in shared urban road segments remains challenging due to their flexible movement characteristics, particularly for bicycles that potentially interfere with motorized vehicles. This study presents a novel data-driven simulatio...

Decoding the dynamic formation of bolus: A multimodal fusion and simulation framework for texture perception-regulated oral processing.

This study systematically analyzed the dynamic mechanisms through which food texture regulates bolus formation by integrating food and bolus properties, dynamic sensory perception, and multimodal physiological monitoring. A fermented biscuit model with a distinct hardness gradient (10.24-202.82 N) was established. Time-intensity and temporal dominance of sensations analyses revealed that the perce...

The application of large language models in orthopedic postgraduate education: potentials, challenges, and future prospects.

With the widespread integration of artificial intelligence (AI), orthopedics postgraduate education is transitioning into the intelligent era. Large l...

A multi-cohort evaluation of a curriculum-aligned, oncology-focused chatbot in pharmacy education.

INTRODUCTION: Pharmacy students increasingly rely on generative artificial intelligence (AI) for learning support, yet most available tools remain gen...

MEDI-SLATE: medical imaging slide-lecture aligned teaching ensemble.

Slide-based lectures remain the primary means by which undergraduate students learn about the mathematical, physical, and systems-level foundations of...

Learning inherent genetic patterns and trait associations with deep generative models for discrete genotype simulation.

BACKGROUND: Deep generative models open new avenues for simulating realistic genomic data while preserving privacy and addressing data accessibility c...

One Does Not Simply Walk Into Artificial Intelligence: A Distributed Leadership Framework for Healthcare Simulation.

Artificial intelligence is entering healthcare simulation, yet implementation remains fragmented and lacking coordinated governance. This article argu...

Personalized Digital Care Program Allocation for Older Adults: Reinforcement Learning-Based Simulation Study.

BACKGROUND: As the demand for innovative older adult care grows alongside a shortage of care workers, personalization is key to optimizing services an...

Topical review: Incorporating generative artificial intelligence into neuropsychology training: best practices, pitfalls, and recommendations for effective implementation.

OBJECTIVE: Generative artificial intelligence (AI) is rapidly transforming the field of neuropsychology by offering innovative opportunities to enhanc...

Use and Perceptions of Large Language Models Among Dental Students: Implications for Dental Education.

PURPOSE: This study aimed to quantify the prevalence and use cases of large language models (LLMs) among dental students, estimate perceived usefulnes...

Factors influencing large language model adoption among dental students: a cross-sectional study.

This research evaluates the factors influencing the behavioural intention (BI) to adopt large language models (LLMs) among dental students in educatio...

Prospective Prediction of Match Outcomes in Integrated Plastic Surgery: A Novel, Mixed-Methods Approach Incorporating Holistic Applicant Review.

BACKGROUND: Applying to an integrated plastic surgery program is among the most competitive processes in graduate medical education. Prior studies hav...

A simulation-based study of 3D printing angle optimization by integrating deep learning and NSGA-III for prosthesis and retainer manufacturing.

STATEMENT OF PROBLEM: Current dental 3-dimensional (3D) printing workflows lack automated tools for optimizing build orientations that preserve critic...

Predicting Melanoma Impact on the Swedish Healthcare System from the Adult Population Using Machine Learning on Registry Data.

Melanoma incidence has increased in Western countries over the past 50 years, leading to significant healthcare costs. In Sweden, comprehensive health...

Artificial Intelligence in Medical Education: Curriculum Design, Assessment Models, and Educational Infrastructure Across Undergraduate and Residency Training - A Narrative Review.

Artificial intelligence (AI) is rapidly becoming an integral part of everyday clinical practice, including cardiology and cardiovascular surgery. As A...

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 objecti...

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 fa...

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 ...

Beyond literacy to clinical competency: A framework for integrating generative AI into nursing education.

PROBLEM: Health systems are rapidly integrating generative artificial intelligence (GenAI) into clinical workflows, introducing safety risks including...

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...