Public Health & Policy

Medical Education

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

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A "Curriculum of Information Needs" of Parents of Children With Chronic Constipation.

Chronic idiopathic constipation carries a significant burden on children and their families. Despite existing treatment guidelines, adherence and outcomes remain poor, with gaps in parental understanding contributing to these outcomes. This study aimed to develop a "curriculum of information needs" for parents of children with chronic constipation. This is a qualitative study which employed 15 sem...

Dec 1 2025 41324398

Retrieval-augmented ChatGPT-4o improves accuracy but reduces readability in hip arthroscopy patient education.

PURPOSE: To compare the accuracy, readability and patient-centeredness of responses generated by standard ChatGPT-4o and its retrieval-augmented 'deep research' mode for hip arthroscopy education, addressing the current uncertainty about the reliability of large language models in orthopaedic patient information. METHODS: Thirty standardised patient questions were derived through structured search...

Dec 1 2025 41324473
BP/PdSe2 heterojunction device for broadband polarization-sensitive synaptic simulation, logic operation, navigation, all-day image processing and recognition.

Visual function is one of the most critical abilities of organisms to perceive the outside world, playing an indispensable role in the interaction bet...

Nov 28 2025 41352046
Colorectal Surgery Education in 2040.

The Accreditation Council for Graduate Medical Education (ACGME) recently conducted their 10-year specialty-specific revision of the colon and rectal ...

Nov 26 2025 42266634
Curriculum-guided graph self-augmentation: A progressive deepening framework for GNNs.

Graph Neural Networks (GNNs) have become a powerful tool for modeling complex graph-structured data, achieving remarkable success in various graph min...

Nov 24 2025 41337791
MedSumGraph: enhancing GraphRAG for medical QA with summarization and optimized prompts.

The rapid development of large language models (LLMs) has accelerated research into applying artificial intelligence (AI) to domains such as medical q...

Nov 24 2025 41319399
Exploring AI integration in continuing pharmacy education: A survey of emerging institutional practice and initial guidance.

INTRODUCTION: The rapid evolution of artificial intelligence (AI) is reshaping pharmacy continuing education (CE), offering innovative content generat...

Nov 21 2025 41273968
A curriculum framework for embedding artificial intelligence literacies in pre-registration nursing education.

BACKGROUND: Pre-registration nursing students need to be appropriately prepared for a healthcare environment that is increasingly utilising artificial...

Nov 21 2025 41289659
Efficacy of MRI-based deep learning algorithm for detecting acute ischemic stroke: evaluation among diverse readers.

OBJECTIVES: The efficacy of an MRI-based deep learning algorithm (DLA) for detecting acute ischemic stroke (AIS) was evaluated across readers with div...

Nov 17 2025 41249548
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 le...

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 s...

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
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