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Neuro / Head & NeckGuidelineTrainee

ASFNR Issues Imaging Framework for Posterior Circulation Large Vessel Occlusion Stroke

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.

AJNR. American journal of neuroradiology
Chest / ThoracicGeneralGuidelineTrainee

ACR Appropriateness Criteria for imaging surveillance of indolent lung cancer

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…

Journal of the American College of Radiology : JACR

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GeneralEducationTrainee

A Practical Leadership Framework for Canadian Radiologists

Leadership skills for radiologists are learnable through a framework emphasizing self-awareness, adaptable styles, team diversity, structured onboarding, and mentorship. A new Canadian Association of Radiologists course distills these into interactive education for busy radiolog…

Canadian Association of Radiologists journal = Journal l'Association canadienne des radiologistes
BreastAI / InformaticsResearch

Noise-aware framework tests breast ultrasound AI robustness

In breast ultrasound classification, Gaussian noise reduced a custom CNN's accuracy by 36.1% at 5 dB SNR, and Poisson noise reduced Inception V3 by 35.2%. Noise-matched training boosted accuracy up to 56.5% at 5 dB, underscoring the need for noise-robust evaluation.

Journal of imaging informatics in medicine
Neuro / Head & NeckNuclear / MolecularResearchTrainee

Tau PET tracer PI-2620 links temporal lobe binding to plasma p-tau217 and memory decline in cognitively unimpaired older adults

In 166 cognitively unimpaired older adults, higher temporal lobe [18F]PI-2620 tau PET binding was associated with higher plasma p-tau217 (β=0.22), worse episodic memory (β=-0.36), female sex, and APOE4 carrier status. These brain and blood markers explained ~30% of memory varian…

Journal of nuclear medicine : official publication, Society of Nuclear Medicine
Chest / ThoracicGeneralAI / InformaticsResearch

Public chest X-ray AI datasets show major label errors, bias, and poor external performance

Two board-certified radiologists reviewing public chest X-ray datasets found significant label disagreement. Cross-dataset testing of AI models revealed sharp drops in external performance (AUPRC and F1 scores) versus internal tests, and a source-classification model could ident…

Philosophical transactions. Series A, Mathematical, physical, and engineering sciences
CardiacBody / AbdominalResearchTrainee

CCTA-based CAD-RADS and ΔFFRCT improve cardiac risk prediction before liver transplant

Adding coronary CTA-based CAD-RADS score and CT-derived fractional flow reserve gradient (ΔFFRCT) to the CAR-OLT score improved prediction of 1-year major adverse cardiac events after liver transplantation (AUC 0.793 vs. 0.668, P=0.044) in a dual-center study of 395 recipients.

American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons
Interventional (IR)GeneralResearchTrainee

Objective Collimation Tracking and Feedback Improves Collimation in Complex IR Procedures

A new collimation index (CI) tracked in 7579 fluoroscopic procedures over 13 months showed that educational feedback improved weekly average CI for complex cases from 0.155 to 0.227. Aggressive collimation varied substantially by procedure type and operator, especially in comple…

Journal of vascular and interventional radiology : JVIR
GeneralAI / InformaticsGuidelineTrainee

A practical framework for local validation and governance of radiology AI

A new framework proposes that radiology AI should shift from plug-and-play to institution-calibrated stewardship, requiring local validation, monitoring, and multidisciplinary governance to ensure ongoing accuracy, relevance, equity, and utility.

Frontiers in radiology
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