A deep learning model on rotational MIP FDG-PET achieved AUC 0.82 (95% CI 0.57–0.94) and 92% sensitivity for lymph node metastasis in esophageal squamous cell carcinoma, vs radiologists’ 58% sensitivity.
Hybrid/remote work aids recruitment amid a pediatric radiologist shortage, but groups must prioritize fairness, frequent multidirectional communication, and avoid overemphasis on individual wRVUs to prevent erosion of informal mentorship and trainee education.
An AI pipeline automatically analysed pre- and post-EVAR CTAs in 372 patients, segmenting anatomy with Dice >0.9, detecting endoleaks with AUC 0.85 on external validation, and measuring AAA diameter within 2 mm error (R≥0.97), matching interobserver variability.
Interpretable machine learning ensemble predicted 2-year hepatic encephalopathy after TIPS with AUC 0.960 (external 0.914) and variceal rebleeding with AUC 0.966, outperforming conventional scores (AUC 0.528–0.563). Top predictors: diabetes and recent bleeding.
In a retrospective study of 13 hemodialysis patients, the stepwise incision-free lumen-calibrated ligation (SILL) technique reduced mean access flow from 2516 to 921 mL/min (P<0.001) with technical success in all patients and clinical success in 84.6%, no complications.
ESUR Prostate MRI Working Group report: AI tools for prostate cancer detection on MRI show high technical accuracy but lack real-world validation. Key recommendations: human-in-the-loop use, prospective multi-vendor validation, and post-market surveillance.
A PACS-integrated AI tool for CT-based cervical lymph node assessment in papillary thyroid carcinoma achieved AUCs of 0.948 (internal) and 0.943 (external) for metastasis prediction, and significantly improved diagnostic accuracy among junior radiologists (p<0.05).
Multimodal model combining CT enterography radiomics and C-reactive protein (CRP) achieved AUCs 0.860 (internal) and 0.842 (external) for mucosal healing in small bowel Crohn’s disease, outperforming CRP alone (p<0.05) with prospective validation.
A knowledge-guided dual-path AI framework achieved macro-average F1-scores of 97.63% (internal) and 96.76% (external) for classifying liver MRI series across 18 categories, significantly outperforming an image-only model (p<0.001).
In 490 young adults, paternal education was associated with BMI and depressive scores, statistically mediated by structural-functional connectivity coupling in the right inferior parietal lobule (indirect effect 0.01, 95% CI 0.001–0.04). No maternal link found. Cross-sectional M…
Pre-treatment CT-based extranodal extension (iENE) did not predict recurrence-free survival in HPV-associated head and neck cancer. Gene signatures of inflammation captured prognostic information, suggesting tumor inflammation confounds iENE assessment (p<0.0001).
FDA cleared Elucid PlaqueIQ (Elucid Bioimaging) via the 510(k) pathway. The device is a radiological image processing system (product code LLZ).
FDA cleared Fujifilm's SCENARIA View Phase 6.0 x-ray angiographic system via the 510(k) pathway (product code JAK).
Rethinking Radiology by Embracing Clinically Focused Artificial Intelligence Tools
A deep learning pipeline combining segmentation (Dice 0.898) and classification (F1-score up to 0.73) detected lumbar disc herniation on MRI, though limited by sample size and class imbalance.
In a school screening of 18,631 students in Xinjiang, AI-assisted screen-positive rate was 5.36%, falling to 2.62% after specialist review. Only 24.59% of screen-positive students had radiography, but 62.50% of those had Cobb ≥10°. Age trend significant (P<0.001).
<![CDATA[Prostate MRI Study Links Lower ACD Values on DWI to Higher Long-Term Risk of Distant Metastases]]>
Minibeam radiotherapy performs well in first clinical trial
FDA cleared DeepHealth's Chest XRay AI, a foundation model-based tool, to detect & localize nodules, consolidation, mediastinal/hilar & pleural space abnormalities (incl. pneumothorax) on chest X-rays. In Europe, it already analyzes >2.8M exams/year.
Individual specialization may drive IR procedure complexity
Ikonopedia updates breast reporting platform for BI-RADS v2025
QT Imaging names radiologist as chief medical officer
POSITION Job Opening in LOCATION
Ikonopedia Announces New Release Supporting BI-RADS® v2025 (6th Edition)
Nephrology Specialists PC Employer Profile
Radiologist Nicole Saphier, nominee for U.S. surgeon general, told lawmakers that childhood vaccines do not cause autism and that universal hepatitis B vaccination at birth prevents illness, during her first confirmation hearing.
A cinema paradise in Queens faces an uncertain future
An 8 mm lung nodule detected on CT in 2022 grew to a 3.1 cm mass after a radiologist’s recommendation for a 6–12 month follow-up CT was not acted upon for nearly 3 years, resulting in a terminal stage 4 lung cancer diagnosis, a South Carolina lawsuit alleges.
Despite Similar Diagnostic Accuracy, ACR TI-RADS & EU TI-RADS Offer Unique Strengths
Leading Beyond the Reading Room
