Radiology

Diagnostic Radiology

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

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Showing 161-180 of 1,776 articles

Diagnostic Performance of Deep Learning and Radiomics in Extracranial Carotid Plaque Detection: Systematic Review and Meta-Analysis.

BACKGROUND: Artificial intelligence-enhanced imaging techniques have demonstrated promising diagnostic potential for carotid plaques, a key cardiovascular and cerebrovascular risk factor. However, previous studies did not systematically synthesize their diagnostic accuracy. OBJECTIVE: This study aimed to quantitatively explore the diagnostic efficacy of deep learning (DL) and radiomics for extracr...

Jan 22 2026 41570300

Effect of Helicobacter pylori infection on deep learning-assisted detection of gastric neoplastic lesions under white light endoscopy.

BACKGROUND: Artificial intelligence (AI)-assisted endoscopy facilitates upper gastrointestinal lesion detection. Whether Helicobacter pylori (H. pylori) infection influences its diagnostic performance remains unclear. This study evaluated the effect of H. pylori infection on an AI model's accuracy for diagnosing gastric neoplasms. METHODS: A deep convolutional neural network-based AI system was ev...

Jan 14 2026 41535450
Segmentation of Cemento-Osseous Dysplasias Using an Artificial Intelligence Algorithm.

INTRODUCTION AND AIMS: In recent years, artificial intelligence (AI) has emerged as a powerful tool in medical imaging and in the analysis of complex ...

Jan 3 2026 41485359
Beyond a single mode: GAN ensembles for diverse medical data generation.

BACKGROUND AND OBJECTIVE: The advancement of generative AI in medical imaging faces the trilemma of simultaneously achieving high fidelity and diversi...

Jan 2 2026 41518844
Creation of Radiology Teaching Content with STELLA-A STandardized Electronic Learning Library and Application Platform.

PURPOSE: Collections of interesting cases are at the heart of radiology education, but efficient saving and sharing of cases has always been a challen...

Dec 26 2025 41455626
AI-CAD for diagnostic mammography: comparison to radiologists according to different indications.

OBJECTIVE: Although artificial intelligence-based computer-aided diagnosis (AI-CAD) is increasingly applied in screening mammography, its use in diagn...

Dec 24 2025 41444394
Evaluating Generative Artificial Intelligence as an Educational Tool for Radiology Resident Report Drafting.

OBJECTIVE: Radiology residents require timely, personalized feedback to develop accurate image analysis and reporting skills. Increasing clinical work...

Dec 24 2025 41453630
Cost-effectiveness of artificial intelligence tools in radiology: a systematic review.

OBJECTIVES: To systematically review the evidence on the cost-effectiveness of artificial intelligence (AI) interventions for diagnostic imaging in ra...

Dec 24 2025 41441999
Change Management in Radiology: A Contemporary Primer for Effective and Sustainable Practice.

Radiology is experiencing rapid and interconnected change, including rising imaging volumes, expanding access demands, and the introduction of artific...

Dec 18 2025 41410171
Digital Transformation and Artificial Intelligence in Radiology: Challenges and Opportunities for Clinical Practice, Research, and the Next Generation.

BACKGROUND: Radiology is at the center of the digital transformation of the healthcare system. As a highly digital field, radiology is well-suited for...

Dec 17 2025 41407254
Cybersecurity for Interventional Radiologists: A Clinical Imperative for Protecting Patient Data and Imaging Systems.

Cybersecurity threats to medical imaging systems and workflows are no longer confined to information technology departments; they directly affect inte...

Nov 19 2025 41270935
Large language model-based uncertainty-adjusted label extraction for artificial intelligence model development in upper extremity radiography.

OBJECTIVES: To evaluate GPT-4o's zero-shot ability to extract structured diagnostic labels (with uncertainty) from free-text radiology reports and to ...

Nov 14 2025 41236656
Applications and clinical translation of artificial intelligence in CBCT-based detection of endodontic lesions: a scoping review.

BACKGROUND: Artificial intelligence (AI) especially deep learning (DL) has significantly revolutionized medical image analysis, which include dental d...

Nov 4 2025 41188594
Artificial intelligence in diagnostic imaging: collaborative asset or looming replacement?

Artificial intelligence (AI) is rapidly transforming diagnostic imaging, raising important questions about its role as a collaborative tool or a poten...

Oct 17 2025 41105279
CT-FFR: How a new technology could transform cardiovascular diagnostic imaging.

CT-based fractional flow reserve (CT-FFR) is a promising noninvasive method for the functional assessment of coronary stenosis. It expands the diagnos...

Oct 15 2025 41092959
Artificial Intelligence-Based Algorithms Improve Care of Patients with AAA.

BACKGROUND: Timely detection and monitoring of abdominal aortic aneurysms (AAAs) are necessary to prevent ruptures and decrease mortality. Artificial ...

Oct 6 2025 41061923
Ethical Considerations in Patient Privacy and Data Handling for AI in Cardiovascular Imaging and Radiology.

The integration of artificial intelligence (AI) into cardiovascular imaging and radiology offers the potential to enhance diagnostic accuracy, streaml...

Sep 24 2025 40993477
Intelligent Head and Neck CTA Report Quality Detection with Large Language Models.

This study aims to identify common errors in head and neck CTA reports using GPT-4, ERNIE Bot, and SparkDesk, evaluating their potential for supportin...

Aug 27 2025 40866761
AI Revolution in Radiology, Radiation Oncology and Nuclear Medicine: Transforming and Innovating the Radiological Sciences.

The integration of artificial intelligence (AI) into clinical practice, particularly within radiology, nuclear medicine and radiation oncology, is tra...

Jul 9 2025 40631621
Investigating the Potential of Generative AI Clinical Case-Based Simulations on Radiography Education: A Pilot Study.

Education for medical imaging technologists or radiographers in regional and rural areas often faces significant challenges due to limited financial, ...

Jul 8 2025 40627294
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