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Medical Education

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

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Artificial Intelligence in Surgical Education: A 2025 Update on Adaptive Training, Feedback, and Competency-Based Education.

In the rapidly advancing landscape of surgical education, the traditional apprenticeship model is being increasingly complemented by individualized learning, competency-based assessment, and data-driven feedback. Work-hour restrictions, administrative burdens, and limited operative exposure have intensified the need for innovative solutions to supplement faculty-led training. Artificial intelligen...

Nov 11 2025 41215632

Performance of Large Language Models on Radiology Residency In-Training Examination Questions.

RATIONALE AND OBJECTIVES: Large language models (LLMs) are increasingly investigated in radiology education. This study evaluated the performance of several advanced LLMs on radiology residency in-training examination questions, with a focus on whether recently released versions show improved accuracy compared with earlier models. MATERIALS AND METHODS: We analyzed 282 multiple-choice questions (1...

Nov 11 2025 41224539
Adaptive mix for semi-supervised medical image segmentation.

Mix-up is a key technique for consistency regularization-based semi-supervised learning methods, blending two or more images to generate strong-pertur...

Nov 8 2025 41274085
Evaluation of an artificial intelligence model based on multiparametric transrectal ultrasound for localizing clinically significant prostate cancer by simulation of targeted biopsies.

INTRODUCTION AND OBJECTIVES: An AI model that performs well during training does not guarantee similar performance in clinical practice and should be ...

Nov 6 2025 41196365
LLM-based pedagogical agent for ICU simulation instructor training: A quasi-experimental study.

BACKGROUND: Intensive Care Unit (ICU) nursing is demanding, requiring advanced clinical decision-making and emergency management skills. Simulation-ba...

Nov 3 2025 41197517
Efficient speech command recognition leveraging spiking neural networks and progressive time-scaled curriculum distillation.

The intrinsic dynamics and event-driven nature of spiking neural networks (SNNs) make them excel in processing temporal information by naturally utili...

Oct 25 2025 41202702
Understanding Nurses' Intention to Use Artificial Intelligence Technologies in Their Clinical Practice: A Survey-Based Configurational Analysis.

AIMS: The study focused on nurses' familiarity with, beliefs about, and attitudes towards artificial intelligence, aiming to identify configurations o...

Oct 18 2025 41109327
High-precision wavefield simulation and deep learning-based sound speed reconstruction for transcranial ultrasound imaging.

Transcranial ultrasound imaging plays an important role in the diagnosis of brain diseases and the monitoring of brain function. However, the quality ...

Oct 16 2025 41129992
Optimizing Clinical Education Through a Regional Coordinating Center: Lessons Learned From a State-Wide Initiative.

The shortage of clinical training sites and preceptors has become a major barrier in the development of health workforce across North America. Innovat...

Oct 8 2025 41165366
Rapid whole-brain T2* and susceptibility mapping using 3D multiple overlapping-echo detachment acquisition and missing modality synthesis embedded simulation.

PURPOSE: To develop a 3D multiple overlapping-echo detachment (3D-MOLED) imaging technique, along with data generation and reconstruction strategies, ...

Oct 3 2025 41040040
Artificial intelligence-driven patient history and symptoms combined with slit-lamp eye simulation for enhancing the clinical training of students.

CLINICAL RELEVANCE: Communication between eye care practitioners is essential to optimise health care. Traditionally, actors have been used prior to r...

Sep 21 2025 40975895
Nurses' Perspectives on AI in Clinical Practice: Implications for Training and Workforce Development.

This study explored nurses' perspectives on the adoption and utilization of artificial intelligence (AI) in clinical practice within a large universit...

Sep 18 2025 40971699
Student Perceptions of a Custom Artificial Intelligence Clinical Case Companion.

INTRODUCTION: Artificial intelligence tools show promise in supplementing traditional physician assistant education, particularly in developing clinic...

Sep 10 2025 40928352
Dynamics and lipid membrane coupling of the RAS-RAF complex revealed via multiscale simulations.

To gain molecular and mechanistic insights into initiation of the RAS-RAF signaling cascade, we developed and used a combination of multiscale simulat...

Aug 22 2025 40849684
Cultural opportunities involving spiritual, existential, religious, or theological (SERT) themes: Three practical approaches.

This article applies the multicultural orientation framework (D. E. Davis et al., 2018) to enhance religious/spiritual competencies. The skills gap in...

Aug 21 2025 40839448
Artificial Intelligence in Microsurgical Education: A Systematic Review of Its Role in Training Surgeons.

BACKGROUND: Microsurgery is associated with a steep learning curve that requires extensive training through supervised surgeries, cadaver practice, an...

Jul 31 2025 40744105
Getting by with a little help from avatar friends: Use of AI-powered avatars to implement feedback training for faculty.

Delivering feedback is a critical skill that remains widely underdeveloped among medical educators. Faculty development in this area has traditionally...

Jul 17 2025 40674545
Predictive Modeling of Comorbid Depression and Anxiety Symptoms Among Prospective University Students: A GIS-Based and Machine Learning Study.

Prospective university students are highly susceptible to mental health issues such as depression and anxiety. This study investigates the prevalence ...

Jul 13 2025 40653732
Large language models in medical education: a comparative cross-platform evaluation in answering histological questions.

Large language models (LLMs) have shown promising capabilities across medical disciplines, yet their performance in basic medical sciences remains inc...

Jul 12 2025 40651009
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