ASFNR clinical state-of-practice: For posterior circulation large vessel occlusion stroke, use noncontrast CT to exclude hemorrhage, CT angiography to identify occlusion, and MRI with DWI as reference standard. Imaging scores like PC-ASPECTS help select patients for thrombectomy.
The ACR Appropriateness Criteria 2026 update provides imaging guidelines for suspected or confirmed diffuse lung disease, covering initial evaluation, acute exacerbation, and surveillance.
New expert consensus framework for symptomatic B3 breast lesions: assess concordance, lower excision threshold for discordant/palpable lesions, conservative management for concordant non-atypical lesions, and risk-based surveillance for atypia.
ACR Appropriateness Criteria for indolent lung cancer: For patients with slow-growing subsolid nodules or atypical cysts where surveillance is chosen over intervention, imaging follow-up aims to detect changes that alter management, with modality selection guided by accuracy and…
AI Software Among Commercially Insured Populations: Cross-Sectional Study of Patient and Plan Characteristics.
An AI model (YOLOv11n) detected palatoglossal airspace on panoramic radiographs with 89.3% accuracy, balanced sensitivity and specificity (89.47%), and nearly perfect agreement (Kappa=1.0) in 456 radiographs, offering a tool to flag compromised image quality before diagnostic in…
In China, RADS for breast, liver, and lung are widely used; thyroid, prostate, and coronary artery RADS are gaining adoption; ovarian-adnexal, bone, colon, neck, and lymph node RADS remain exploratory.
In a population-based CMR study of 27,794 adults, myocardial native T1 was higher in women (1,231±33 ms) than men (1,209±34 ms), with associations differing by sex for hypertension. Diabetes, kidney disease, and smoking were linked to higher T1; hyperlipidemia to lower T1.
Post hoc analysis of the ATACH-2 trial used explainable ML to find a subgroup of 56 ICH patients in whom intensive BP lowering reduced poor outcomes (OR 0.21, 95% CI 0.08–0.54). Model AUC was 0.83 in independent validation.
The American College of Surgeons and Society of Interventional Radiology affirm that interventional radiology is an essential component of contemporary trauma care, emphasizing rapid endovascular hemorrhage control and clarifying expectations for IR resources in ACS-verified tra…
Functional CAD-RADS predicts MACE better than anatomical CAD-RADS (C-index 0.780 vs 0.723; p=0.035) with fewer inappropriate management decisions (9.9% vs 11.0%).
Percutaneous cholecystocutaneous stent-graft placement for large-bore gallbladder access to facilitate cholecystolithotomy initial experience in 17 patients.
Retrograde Replacement of a Dislodged Percutaneous Nephroureteral Catheter Using a Foley-Assisted Monorail Technique.
In a rat model of IVC stent placement, rivaroxaban improved 1-week flow velocity (169 vs 98 mm/s, p<0.001) and 4-week patency (100% vs 67% control). High-frequency ultrasound tracked thrombosis/restenosis longitudinally.
A model integrating habitat radiomics, 3D deep learning, and clinical variables detected early-stage esophageal squamous cell carcinoma on noncontrast chest CT with AUCs of 0.895 (internal) and 0.847 (external). AI assistance improved radiologists' sensitivity and inter-reader a…
Non-contrast MRI radiomics nomogram stratified cervical cancer patients after chemoradiotherapy into high- vs low-risk groups for 5-year progression-free survival (PFS); high-risk group had worse PFS (validation P=0.012). Performance was comparable to contrast-enhanced MRI.
A systematic review of seven studies (2015–2025) examined AI-driven metal artifact reduction algorithms for dental CBCT. No pooled diagnostic accuracy or image quality metrics were reported in the abstract.
Current challenges for global equity related to the implementation of artificial intelligence in pediatric imaging
FDA cleared VELMENI for DENTISTS (V4D) 3D, a dental digital imaging system from Velmeni, Inc., via 510(k) pathway (product code QIH).
The FDA has cleared the Konted C10 series pocket ultrasound system (C10MTpro, C10MXpro, C10MSpro, C10MBpro, C10MRpro) via 510(k) pathway for diagnostic imaging.
The FDA has cleared the mDX-15P Series dental cone-beam computed tomography system from Hefei Meyer Optoelectronic Technology via the 510(k) pathway. The device is classified under product code OAS.
FDA cleared Candelis' ImageGrid StreamVue via 510(k) (product code LLZ) for radiology image management.
For BI-RADS 4 breast lesions, Kaiser score AUC 0.901 (95% CI 0.856-0.941) outperformed ADC alone (AUC 0.733) and combination (0.890). ADC had high false-positive rate (66.1%) in benign cellular lesions. DCIS and mucinous carcinoma were often false negatives.
Brain MRI lesion segmentation with DBENet dual-branch network achieves Dice 0.8621 on ISLES 2022 and 0.8261 on BraTS 2018, outperforming state-of-the-art methods.
Fluid-suppressed CEST MRI and ML segmentation predict MGMT methylation in high-grade gliomas: max APTw in enhancing tumor and necrosis achieved AUC 0.76-0.82, sensitivity up to 100% in a 44-patient study.
AI pipeline for osteoporosis screening from a single KUB radiograph showed AUC 0.969, 100% specificity, and 100% PPV in a prospective study (n=51).
An AI model generated virtual post-contrast T1 and extracellular volume (ECV) maps from native T1 maps without gadolinium, achieving a 3.05% mean RMSE for myocardial ECV versus reference, though with wide limits of agreement (-5.98% to +6.06%).
Northern Virginia Ophthalmology Associates (NVOA) Employer Profile
<![CDATA[AI in Neuroradiology: Keys to Workflow Integration, Governance, and Facilitating Improved Outcomes]]>
Canon entered the global ultrasound market through its 2016 acquisition of Toshiba Medical for ¥665B (~US$6B), gaining a business that already held >10% market share. Since then, Canon has continued to develop the Aplio platform and related systems, maintaining its foothold.
RHEC Inspires Future Health Equity Leaders Through GZEP
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Is the Traditional Radiology Practice Model Changing? #radiology #rsnaunscripted
Urothelial bladder carcinoma presented as a vaginal vault mass
