Radiology

Diagnostic Radiology

Latest AI and machine learning research in diagnostic radiology for healthcare professionals.

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Diagnostic performance of an artificial intelligence algorithm for detecting pneumoperitoneum on abdominal CT scans.

OBJECTIVES: This study aims to evaluate the diagnostic performance of an artificial intelligence (AI) algorithm for detection, segmentation, and volumetric quantification of pneumoperitoneum on abdominal CT scans. MATERIALS AND METHODS: We developed and validated a deep learning-based model for automated pneumoperitoneum detection on CT. Multi-center CT imaging series from 2072 patients were colle...

Jul 18 2026 42471462

Enhancing medical imaging teaching on scoliosis: Efficacy of learning method integrating 3D printing and artificial intelligence technologies.

BACKGROUND: In scoliosis imaging education, the traditional lecture-based learning model can lead to low student engagement and present challenges in developing clinical thinking abilities and diagnostic skills. This study aims to evaluate the effectiveness of integrating three-dimensional (3D) printing and artificial intelligence (AI) technologies with traditional teaching methods in scoliosis ed...

Jul 17 2026 42468505
The expanding role of Artificial intelligence in medical diagnosis: from molecular diagnostics and multi-omics to digital health and medical imaging.

INTRODUCTION: The use of Artificial Intelligence (AI), especially Machine learning (ML) and Deep learning (DL), has led to a major shift in medical di...

Jul 16 2026 42461212
Diagnostic capability of large language models in critically ill patients: a prospective single-centre study comparing ChatGPT, Claude, and Gemini with emergency physicians.

BACKGROUND: Clinical decision-making requires integrating history, physical examination, laboratory, and imaging data. In the emergency department (ED...

Jul 14 2026 42449247
Frontline Health Workers' Perspectives of the World Health Organization Skin Neglected Tropical Diseases App in Kenya: Qualitative Study on AI-Embedded mHealth Implementation.

BACKGROUND: Skin neglected tropical diseases (NTDs) pose significant diagnostic and management challenges in resource-limited settings due to constrai...

Jul 14 2026 42447456
Time, Tissue, and Team: Reframing Transbronchial Biopsy in Lung Transplantation as an Integrated Diagnostic System.

Despite remarkable advances in transplant pathology, molecular diagnostics, imaging, and biomarker discovery, uncertainty remains an intrinsic feature...

Jul 14 2026 42448010
Digital infrastructures and data interoperability in radiology for prevention: from digital health to AI-enabled, quantitative imaging workflows.

Radiology is rapidly evolving from a service that produces images into a data-centric clinical platform that supports prevention, early diagnosis, and...

Jul 13 2026 42440228
Application Effectiveness Analysis of Artificial Intelligence-assisted Teaching in Standardized Training for Medical Imaging Residents.

RATIONALE AND OBJECTIVES: This study evaluated the efficacy of a combined artificial intelligence (AI)-assisted and traditional teaching model in enha...

Jul 11 2026 42436060
Comparative Diagnostic Performance of Large Language Models and Clinicians for Splenic Diseases in Dogs and Cats.

Splenic diseases in dogs and cats present significant diagnostic challenges, particularly in differentiating benign from malignant lesions using conve...

Jul 10 2026 42431356
Registered AI Medical-Imaging Clinical Trials on ClinicalTrials.gov: Publication Yield, Predictors, and Portfolio Evolution.

RATIONALE AND OBJECTIVES: Although artificial intelligence (AI) clinical trials in medical imaging have grown rapidly, peer-reviewed publication outco...

Jul 10 2026 42431797
Efficacy evaluation of artificial intelligence in radiological imaging diagnosis based on randomized controlled trials: a scoping review.

OBJECTIVE: Artificial intelligence (AI) demonstrates significant potential in medical imaging diagnosis, yet its real-world clinical value requires va...

Jul 6 2026 42406054
AI integration in pediatric radiology: perspectives from international academic leaders.

OBJECTIVE: Artificial intelligence (AI) is increasingly integrated into radiology, but pediatric imaging remains underrepresented in implementation st...

Jul 4 2026 42401764
Postdeployment Monitoring and Surveillance Methods, Guidelines, and Possibilities for AI in Radiology.

As radiology AI systems move from predeployment validation to routine radiology practice, attention is shifting toward postdeployment monitoring and p...

Jul 1 2026 42348446
High Adoption, Higher Expectations: A Cross-Sectional Survey of Radiologist Engagement with Artificial Intelligence in the United Arab Emirates.

Artificial intelligence (AI) is poised to transform diagnostic radiology, yet data on its adoption and the perspectives of radiologists in the Middle ...

Jun 30 2026 42380394
Invisible poison attacks and holistic defence strategy for pyramid vision transformers in medical imaging.

Machine learning models, especially vision transformers in the domain of medical images, are highly prone to data poisoning attacks, in which a small ...

Jun 30 2026 42374051
[The digital patient journey : Performing radiological examinations].

BACKGROUND: The rising demand for imaging studies, increasing diagnostic complexity, and limited personnel resources are organizational challenges for...

Jun 26 2026 42360419
Supporting Radiology Resident Education and Clinical Decision-Making With Large Language Models: Comparative Study of Reasoning Models DeepSeek-R1 and ChatGPT-o1.

BACKGROUND: Radiology trainees require efficient, accurate, and accessible resources to master complex imaging techniques and identify findings that g...

Jun 26 2026 42361338
Combining structural and microvascular parameters via machine learning for enhanced diagnosis of normal-tension glaucoma among highly myopic eyes: a prospective cross-sectional diagnostic accuracy study.

PURPOSE: This study aimed to evaluate whether a combination of optical coherence tomography (OCT) and OCT angiography (OCTA) parameters could improve ...

Jun 26 2026 42363089
Adherence of CLAIM in Artificial Intelligence Research: A Cross-Sectional Study.

OBJECTIVE: To analyze the adherence of Checklist for Artificial Intelligence (AI) in Medical Imaging (CLAIM) in top medical imaging journals. METHODS:...

Jun 25 2026 42347820
TomoGraphView: 3D medical image classification with omnidirectional slice representations and graph neural networks.

The sharp rise in medical tomography examinations has created a demand for automated systems that can reliably extract informative features for downst...

Jun 22 2026 42425052
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