Public Health & Policy

Medical Education

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

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The Year in Graduate Medical Education: Selected Highlights from 2024.

This special article is the fourth in an annual series for the Journal of Cardiothoracic and Vascular Anesthesia that highlights significant literature from the world of graduate medical education that was published over the past year. Some of the major themes that will be addressed in this review include the use of artificial intelligence by both applicants and training programs, the deployment o...

May 24 2025 40533281

Effectiveness of ChatGPT for Clinical Scenario Generation: A Qualitative Study.

INTRODUCTION: A growing area is the use of ChatGPT in simulation-based learning, a widely recognized methodology in medical education. This study aimed to evaluate ChatGPT's ability to generate realistic simulation scenarios to assist faculty as a significant challenge in medical education.

May 24 2025 40487903
Learning to care, caring to learn: the evolving nature of medical education.

As Otago Medical School marks its 150th anniversary, this paper reflects on what it means to train doctors for both today and the decades ahead. It tr...

May 23 2025 40403329
Shining the Beam on the Next Generation: A Program Evaluation of a National Workshop Focusing on Medical Student Engagement in Radiation Oncology.

The rising cancer incidence has increased demand for radiation oncologists, surpassing current staffing expansion estimates. Enhancing radiation oncol...

May 23 2025 40408068
Performance of Machine Learning Models in Predicting 30-Day General Medicine Readmissions Compared to Traditional Approaches in Australian Hospital Setting.

: Hospital readmissions are a key quality metric impacting both patient outcomes and healthcare costs. Traditional logistic regression models, includi...

May 23 2025 40508837
Potential Function-Based Molecular Dynamics Simulation of Al-Cu-Li Alloys and Comparison with Experiments.

Due to their excellent specific strength and lightweight characteristics, Al-Cu-Li alloys are widely used in aerospace applications. The newly develop...

May 22 2025 40508419
Generative Artificial Intelligence Innovations in Dental Education: Easing Faculty Workloads.

Faculty in dental and health professions education face growing workloads, leading to stress, burnout, and attrition. To address these challenges, Lar...

May 21 2025 40399756
Artificial Intelligence vs Human Authorship in Spine Surgery Fellowship Personal Statements: Can ChatGPT Outperform Applicants?

Study DesignA comparative analysis of AI-generated vs human-authored personal statements for spine surgery fellowship applications.ObjectiveTo assess ...

May 20 2025 40392947
The Data-Augmented, Technology-Assisted Medical Decision Making (DATA-MD) Curriculum: A Machine Learning and Artificial Intelligence Curriculum for Clinical Trainees.

PROBLEM: Despite the rapidly expanding role of artificial intelligence (AI) and machine learning (ML) in health care, a significant knowledge gap rema...

May 19 2025 40378182
Beyond Traditional Simulation: An Exploratory Study on the Effectiveness and Acceptability of ChatGPT‑4o Advanced Voice Mode for Communication Skills Practice Among Medical Students.

Background Effective communication skills are essential for quality medical practice and patient care, yet providing sufficient practice opportunities...

May 19 2025 40535400
From prompt to platform: an agentic AI workflow for healthcare simulation scenario design.

Healthcare simulation scenario design remains a resource-intensive process, demanding significant time and expertise from educators. This article pres...

May 16 2025 40380247
Progress in computational methods and mechanistic insights on the growth of carbon nanotubes.

Carbon nanotubes (CNTs), as a promising nanomaterial with broad applications across various fields, are continuously attracting significant research a...

May 15 2025 40275725
Twelve tips: Using generative AI to create and optimize content for virtual patient simulations.

Generative Artificial Intelligence (GenAI) is increasingly being used in medical education, including the creation of content for clinical virtual pat...

May 15 2025 40372387
Study on Spark Image Detection for Abrasive Belt Grinding via Transfer Learning with YOLOv8.

Aiming to solve the problems of low precision and poor efficiency caused by relying on manual experience during the manual polishing of blades, a mult...

May 7 2025 40363382
Physics-Assisted Machine Learning for the Simulation of the Slurry Drying in the Manufacturing Process of Battery Electrodes: A Hybrid Time-Dependent VGG16-DEM Model.

In this study, we present a hybrid Physics-Assisted Machine Learning (PAML) model that integrates Deep Learning (DL) techniques with the classical Dis...

May 6 2025 40327815
AI and inclusion in simulation education and leadership: a global cross-sectional evaluation of diversity.

BACKGROUND: Simulation-based medical education (SBME) is a critical training tool in healthcare, shaping learners' skills, professional identities, an...

May 4 2025 40320548
Building competency in artificial intelligence and bias mitigation for nurse scientists and aligned health researchers.

Healthcare systems are increasingly integrating artificial intelligence and machine learning (AI/ML) tools into patient care, potentially influencing ...

May 2 2025 40318249
AIFM-ed Curriculum Framework for Postgraduate Family Medicine Education on Artificial Intelligence: Mixed Methods Study.

BACKGROUND: As health care moves to a more digital environment, there is a growing need to train future family doctors on the clinical uses of artific...

Apr 25 2025 40279148
Generalizability of Artificial Intelligence Assessments in Laparoscopic Surgery Simulation.

INTRODUCTION: The application of artificial intelligence (AI) in the assessment of procedural skills on a simulation platform using the global rating ...

Apr 24 2025 40279911
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