Radiology

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

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Determinants of intracranial microcalcification assessed by 18F-sodium fluoride PET.

PURPOSE: Intracranial calcifications are commonly found in adults and may represent either benign or pathological lesions. Conventional imaging modalities detect static macrocalcifications but do not capture molecular microcalcification. In this study, we used 18F-sodium fluoride (NaF) PET/computed tomography (CT) to idetect intracranial molecular microcalcification. METHODS: A total of 127 subjec...

Feb 19 2026 41709668

Advances in Predicting Postoperative Atrial Fibrillation: A Narrative Review of the Current Literature.

Postoperative atrial fibrillation (POAF) is a common adverse event after cardiac surgery. It is associated with increased risk of both morbidity and mortality. Predictive modalities that stratify patients vulnerable to POAF have demonstrated both poor efficacy and conflicting results on their predictive ability. This narrative review aims to highlight the research on the existing technological POA...

Feb 19 2026 41711481
MRI-based habitat radiomics for assessing synchronous metastatic risk in renal cell carcinoma: a multicenter study.

PURPOSE: To explore the role of MRI-based habitat radiomics in assessing the metastatic status of renal cell carcinoma (RCC). METHODS: This study retr...

Feb 19 2026 41711878
Screening for Clinically Significant Nephrolithiasis Based on Simple Health Checkup Clinical and Urine Parameters in General Populations: Multicenter Machine Learning Study.

BACKGROUND: Nephrolithiasis affects approximately 15% of the population and often remains undetected in asymptomatic individuals. Current diagnostic a...

Feb 19 2026 41712857
AI-assisted cryo-dose estimation and tissue injury modeling for assessing side effects in MRI-guided prostate cryoablation: a retrospective study.

Focal therapy offers a middle ground between active surveillance and whole-gland treatment for patients with low- and intermediate-risk prostate ...

Feb 19 2026 41713028
Radiomics and Artificial Intelligence in Multiple Sclerosis MRI: A Comprehensive Review.

Radiomics is a process of extracting quantitative features from medical images, such as MRI. This process, combined with artificial intelligence, has ...

Feb 19 2026 41714129
Ultra-Fast Sub-Minute Brain MRI with Deep-Learning-reconstruction for Anesthesia-Free Emergency Imaging in Children.

PURPOSE: As MRI frequently requires general anesthesia in pediatric patients, there is an undersupply in clinical routine. This may result in delayed ...

Feb 19 2026 41714423
Automated Report Generation in Ophthalmology: Integrating Artificial Intelligence, Multimodal Imaging, and Clinical Data.

Artificial intelligence (AI) has emerged as a transformative force in ophthalmology, enabling automated, accurate, and efficient clinical reporting. T...

Feb 19 2026 41714517
Deep learning models identify brain changes during the progression of Alzheimer's disease.

Alzheimer's disease (AD) is an irreversible neurodegenerative disorder whose progression is closely associated with time. However, most diagnostic mod...

Feb 19 2026 41714635
AdaptiveInvolutionNet: Spatially-adaptive involution with channel-wise attention for breast MRI tumor classification.

BACKGROUND: Early and accurate classification of breast tumors from MRI scans is essential for improving patient outcomes. However, a key limitation o...

Feb 19 2026 41712600
Multiplexed biosensing: A review of surface plasmon resonance platforms for biomarker analysis.

Surface plasmon resonance (SPR) has emerged as an important optical technology for the real-time, label-free analysis of biomolecular interactions. Wh...

Feb 18 2026 41719908
Advancements in ex vivo bone biomechanics: multimodal technologies and their integration with artificial intelligence.

Bone biomechanics is essential for understanding how bone structure, composition, and mechanical function interact in healthy and diseased states. Con...

Feb 18 2026 41720279
Automated gross tumour volume delineation on T2-weighted magnetic resonance imaging coupled with radiomics for predicting cervical cancer recurrence.

PURPOSE/OBJECTIVE(S): Cervical cancer patients are at a high risk of tumour recurrence. Accurate delineation of the primary gross tumour volume (GTV) ...

Feb 18 2026 41709343
A Scoping Review on Synthetic Datasets: Opportunities, Challenges and Future Directions for Endodontics.

BACKGROUND: Recent advances in Artificial Intelligence (AI) and machine learning algorithms have transformed diagnostic tasks in dentistry and endodon...

Feb 18 2026 41709715
Normal-resolution vs. super-resolution deep learning reconstruction for diagnosis of functionally significant coronary stenosis using cardiac CT.

BACKGROUND: Super-resolution deep learning reconstruction (SR-DLR) has been developed to reduce image noise and enhance spatial resolution beyond that...

Feb 18 2026 41714260
Human Brain High-Resolution Diffusion MRI With Optimized, Slice-By-Slice, Zeroth and First Order B 0 $$ {B}_0 $$ Shimming in Head-Only High-Gradient MRI Systems.

PURPOSE: To propose a brain tissue-selective, optimized slice-by-slice B 0 $$ {B}_0 $$ shimming for high-resolution brain diffusion MRI. METHODS...

Feb 18 2026 41704205
Hepatic and abdominal adiposity in type 2 diabetes as assessed with machine learning on computed tomography scans.

AIMS: The combined assessment of multiple abdominal imaging traits in relation to type 2 diabetes remains incompletely characterised. The study examin...

Feb 18 2026 41705581
Optimization and External Validation of a Deep Learning Model for Segmentation and Quantification of Traumatic Brain Injury Lesions on Head Computed Tomography.

Current methods for radiological classification in traumatic brain injury (TBI), such as the Marshall and Rotterdam score, provide an incomplete descr...

Feb 18 2026 41705651
Intraoperative Ultrasound-Based Displacement Mapping Through Deep Learning.

BACKGROUND AND OBJECTIVES: Brain shift during neurological surgery for brain tumors can be caused by factors such as retraction, resection, and osmoti...

Feb 18 2026 41705928
Lesion-level dual-tracer PET biomarkers predict prognosis in multiple myeloma treated with CXCR4-directed radiopharmaceutical therapy.

BACKGROUND: C-X-C motif chemokine receptor 4 (CXCR4)-directed radiopharmaceutical therapy (RPT) represents a promising option for hematologic malignan...

Feb 18 2026 41706122
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