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Latest AI and machine learning research in surveys for healthcare professionals.

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Machine Learning Prediction Models for Preeclampsia: Systematic Review and Meta-Analysis.

BACKGROUND: Preeclampsia is a severe hypertensive disorder with rising global prevalence. While machine learning (ML) models for predicting preeclampsia are increasingly published, existing evidence shows high heterogeneity, and the distinction between internal performance and external transferability remains unclear. OBJECTIVE: This study aims to evaluate the performance of ML models in predictin...

Jan 19 2026 41554533

Estimation of IPSS and OABSS scores using ChatGPT-4o: a comparative validation study in Korea.

PURPOSE: To evaluate the performance of ChatGPT-4o in estimating International Prostate Symptom Score (IPSS) and Overactive Bladder Symptom Score (OABSS) based on patients' natural language descriptions and full outpatient records, compared to actual questionnaire scores. MATERIALS AND METHODS: This study included 91 patients, of whom 52 completed IPSS and 77 completed OABSS. ChatGPT-4o was prompt...

Jan 19 2026 41555309
Unveiling the relationship between stress-hyperglycemia ratio and cardiometabolic multimorbidity risk using interpretable machine learning.

BACKGROUND: Cardiometabolic multimorbidity (CMM) is the simultaneous manifestation of multiple cardiovascular and metabolic diseases, and it has arise...

Jan 19 2026 41555416
Integrating artificial intelligence to enhance inclusive education for students with special needs in Jordan and the UAE: Perspectives of teachers and parents.

This study examines the potential of integrating artificial intelligence (AI) into inclusive education practices in Jordan and the UAE, focusing on th...

Jan 18 2026 41558316
Inter-rater reliability of a classification systems for distal radius fractures using radiology text and x-rays: what really matters?

PURPOSE: This study used different metrics to assess the reliability of radiology text and images in Distal Radial Fractures (DRF) classifications usi...

Jan 17 2026 41643558
Association of depressive symptoms with systemic immune-inflammation index and platelet parameters among survivors of myocardial infarction: a cross-sectional NHANES study enhanced by machine learning and SHAP analysis.

BACKGROUND: Inflammation is implicated in the elevated risk of depressive disorder following myocardial infarction (MI), with platelets serving as a k...

Jan 17 2026 41547726
A Study on the Effectiveness of Al-Assisted Patient Health Education Using Voice Cloning and ChatGPT: A Prospective Randomized Controlled Trial.

BACKGROUND: Traditional patient education often lacks personalization and engagement, potentially limiting knowledge acquisition and treatment adheren...

Jan 17 2026 41548948
Deployable and Stiffness-Variable Miniature Actuator with Water Circulation Channel and Shape Memory Polymer.

Medical care in the gastrointestinal (GI) tract is a major global issue. Soft actuators are expected to solve associated issues such as poor accessibi...

Jan 16 2026 41885186
Survey data on students' perceptions, knowledge, and use of learning analytics (LA) and generative artificial intelligence (GenAI) for the personalization of learning.

This data article describes the dataset from the project ``Teacher Mediation in the Integration of Learning Analytics and Artificial Intelligence in C...

Jan 16 2026 41646530
Optimisation of Maslow's hierarchy of needs-based survey form for nursing home residents using machine learning.

The global increase in the elderly population necessitates accurate assessment of the needs of individuals residing in nursing homes. This study aims ...

Jan 16 2026 41543878
Barriers and facilitators to implementing the living guideline development framework in oncology: a mixed methods study.

OBJECTIVE: To explore stakeholder experiences with implementing the living guideline (LG) development framework in oncology, and to identify barriers,...

Jan 16 2026 41545044
Predicting the progression of difficult-to-treat rheumatoid arthritis by a machine learning scoring system, from the FIRST registry.

OBJECTIVES: This study aimed to develop and validate a prediction model for the future progression of difficult-to-treat rheumatoid arthritis (D2T RA)...

Jan 16 2026 41545312
Survival and Surrogate Biomarkers in Interventional Oncology Trials: Pitfalls, Challenges, and Future Directions.

INTRODUCTION: Interventional oncology (IO) is a key component of multidisciplinary cancer care, delivering minimally invasive therapies with safety an...

Jan 16 2026 41545771
Artificial intelligence performance in maxillary canine impaction: a systematic review.

OBJECTIVES: This systematic review evaluates the literature to determine the usefulness and rules of artificial intelligence (AI) in the diagnosis and...

Jan 16 2026 41545881
Integrating Artificial Intelligence Into Exposure Therapy: A One Year Follow-Up Case Report of Emetophobia With Comorbid Panic Disorder.

Emetophobia is a specific phobia characterized by an intense fear of vomiting, often accompanied by panic attacks, hypervigilance to bodily sensations...

Jan 16 2026 41550407
Evaluation of a Problem-Based Learning Program's Effect on Artificial Intelligence Ethics Among Japanese Medical Students: Mixed Methods Study.

BACKGROUND: The rapid advancement of artificial intelligence (AI) has had a substantial impact on medicine, necessitating the integration of AI educat...

Jan 14 2026 41534078
Effectiveness of Machine Learning in Detecting Vessels Encapsulating Tumor Clusters in Hepatocellular Carcinoma: Systematic Review and Meta-Analysis.

BACKGROUND: Vessels encapsulating tumor clusters (VETC) are significantly associated with poor prognosis in hepatocellular carcinoma (HCC). However, i...

Jan 14 2026 41534080
Developing a Suicide Risk Prediction Algorithm Using Electronic Health Record Data in Mental Health Care: Real-World Case Study.

BACKGROUND: Artificial intelligence (AI) offers potential solutions to address the challenges faced by a strained mental health care system, such as i...

Jan 14 2026 41534082
Adaptation of the Japanese Version of the 12-Item Attitudes Towards Artificial Intelligence Scale for Medical Trainees: Multicenter Development and Validation Study.

BACKGROUND: In the current era of artificial intelligence (AI), use of AI has increased in both clinical practice and medical education. Nevertheless,...

Jan 14 2026 41540815
Research on cross-regional adaptation strategies for AI-enabled teaching devices from an educational equity perspective.

This study investigates the impact of AI-enabled teaching devices on educational equity, focusing on the differences in their effectiveness between ec...

Jan 14 2026 41533645
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