Public Health & Policy

Medical Education

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

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The Road Map for ACR Practice Accreditation for Radiology Artificial Intelligence.

As the use of artificial intelligence (AI) continues to grow in radiology, it has become clear that its real-world performance often differs from that demonstrated in premarket testing, underscoring the need for robust quality management (QM) programs at local institutions. For decades, a key mechanism to ensure QM in radiology practices has been ACR accreditation. However, no such program current...

Mar 8 2025 40057886

Uncovering key sources of regional ozone simulation biases using machine learning and SHAP analysis.

Atmospheric chemical transport models (CTMs) are widely used in air quality management, but still have large biases in simulations. Accurately and efficiently identifying key sources of simulation biases is crucial for model improvement. However, traditional approaches, such as sensitivity and uncertainty analyses, are computationally intensive and inefficient, as they require numerous model runs....

Mar 6 2025 40057169
Exploring Curriculum Considerations to Prepare Future Radiographers for an AI-Assisted Health Care Environment: Protocol for Scoping Review.

BACKGROUND: The use of artificial intelligence (AI) technologies in radiography practice is increasing. As this advanced technology becomes more embed...

Mar 6 2025 40053777
Integrating Artificial Intelligence Technology Into Simulation for Pre- and Postlicensure Nursing Students.

Advances in artificial intelligence (AI) technologies have not been widely integrated into simulation education. This work examines the process of des...

Mar 4 2025 40029703
Developing a real-time water quality simulation toolbox using machine learning and application programming interface.

Rivers are vital for sustaining human life as they foster social development, provide drinking water, maintain aquatic ecosystems, and offer recreatio...

Feb 28 2025 40022793
Exploring the potential of artificial intelligence chatbots in prosthodontics education.

BACKGROUND: The purpose of this study was to evaluate the performance of widely used artificial intelligence (AI) chatbots in answering prosthodontics...

Feb 27 2025 40016760
Utilization and perception of generative artificial intelligence by medical students in residency applications.

After completing medical school in the United States, most students apply to residency programs to progress in their training. The residency applicati...

Feb 24 2025 39927515
Building Trust with AI: How Essential is Validating AI Models in the Therapeutic Triad of Therapist, Patient, and Artificial Third? Comment on What is the Current and Future Status of Digital Mental Health Interventions?

Since the publication of "What is the Current and Future Status of Digital Mental Health Interventions?" the exponential growth and widespread adoptio...

Feb 24 2025 39988913
Minimally invasive modalities for keratinocyte carcinomas-Part I: Diagnostics.

Keratinocyte carcinoma, including basal cell and squamous cell carcinoma, is the most prevalent form of cancer within the United States, with its inci...

Feb 22 2025 39993574
Artificial Intelligence Meets Holistic Review: Promises and Pitfalls of Automating the Medical Education Admissions Process.

Holistic review has been widely adopted in medical education as a means of promoting equity in the application process and diversity in the medical wo...

Feb 21 2025 39993258
Enhancing diagnostic accuracy of thyroid nodules: integrating self-learning and artificial intelligence in clinical training.

PURPOSE: This study explores a self-learning method as an auxiliary approach in residency training for distinguishing between benign and malignant thy...

Feb 20 2025 39979566
Navigating the integration of artificial intelligence in the medical education curriculum: a mixed-methods study exploring the perspectives of medical students and faculty in Pakistan.

BACKGROUND: The integration of artificial intelligence (AI) into medical education is poised to revolutionize teaching, learning, and clinical practic...

Feb 20 2025 39979912
Unveiling GPT-4V's hidden challenges behind high accuracy on USMLE questions: Observational Study.

BACKGROUND: Recent advancements in artificial intelligence, such as GPT-3.5 Turbo (OpenAI) and GPT-4, have demonstrated significant potential by achie...

Feb 7 2025 39919278
ChatGPT-4 Performance on German Continuing Medical Education-Friend or Foe (Trick or Treat)? Protocol for a Randomized Controlled Trial.

BACKGROUND: The increasing development and spread of artificial and assistive intelligence is opening up new areas of application not only in applied ...

Feb 6 2025 39913914
Which curriculum components do medical students find most helpful for evaluating AI outputs?

INTRODUCTION: The risk and opportunity of Large Language Models (LLMs) in medical education both rest in their imitation of human communication. Futur...

Feb 6 2025 39915801
Self-supervised 3D medical image segmentation by flow-guided mask propagation learning.

Despite significant progress in 3D medical image segmentation using deep learning, manual annotation remains a labor-intensive bottleneck. Self-superv...

Jan 30 2025 39965534
Assessing the disconnect between student interest and education in artificial intelligence in medicine in Saudi Arabia.

BACKGROUND: Although artificial intelligence (AI) has gained increasing attention for its potential future impact on clinical practice, medical educat...

Jan 30 2025 39881303
A guide to prompt design: foundations and applications for healthcare simulationists.

Large Language Models (LLMs) like ChatGPT, Gemini, and Claude gain traction in healthcare simulation; this paper offers simulationists a practical gui...

Jan 30 2025 39980724
Knowledge-point classification using simple LSTM-based and siamese-based networks for virtual patient simulation.

BACKGROUND: In medical education, enhancing thinking skills is vital. The Virtual Diagnosis and Treatment Platform (VP) refines medical students' diag...

Jan 24 2025 39856663
Claude, ChatGPT, Copilot, and Gemini performance versus students in different topics of neuroscience.

Despite extensive studies on large language models and their capability to respond to questions from various licensed exams, there has been limited fo...

Jan 17 2025 39824512
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