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System Requirements

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Interventional (IR)Research

E&M Services and IR Specialization Tied to Higher Procedural Complexity

Radiologist IR specialization most strongly predicted higher procedural complexity (OR 74.74; 95% CI 65.81–84.89). Each additional E&M wRVU was associated with 0.14 more procedural wRVUs (P=.045).

Journal of the American College of Radiology : JACR
Neuro / Head & NeckResearchTrainee

Photon-Counting CT Advances Head and Neck Imaging with Spectral and Dose Benefits

Photon-counting CT improves head and neck imaging over energy-integrating CT: higher spatial resolution, less noise and metal artifact, lower radiation and contrast doses, and spectral reconstructions may enhance lesion detection, tissue characterization, and assessment around d…

European radiology
Musculoskeletal (MSK)AI / InformaticsResearch

Combined MRI radiomics and clinical model predicts spine/pelvis chordoma recurrence with test AUC 0.897

In 135 patients with spine/pelvis chordoma, an MRI radiomics model predicted recurrence with test AUC 0.847; adding age, tumor size, and resection mode lifted test AUC to 0.897 vs 0.700 for clinical factors alone.

European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society
CardiacAI / InformaticsResearch

Deep Learning on Whole-Body CT Predicts Short-Term Survival After TAVI

A deep learning model applied to pre-procedural whole-body CT predicted short-term survival (<12 months) after TAVI with AUC 0.787, sensitivity 85.3%, and specificity 72.1% in internal 5-fold cross-validation of 317 patients.

Studies in health technology and informatics
Interventional (IR)Research

Ultrasound PSV change predicts AVF stenosis severity and site

In 87 patients with hemodialysis arteriovenous fistulas, the change in peak systolic velocity across a stenosis predicted ≥50% stenosis better than stenotic peak systolic velocity (AUC 0.799 vs 0.659; p=0.004).

Journal of vascular and interventional radiology : JVIR
Body / AbdominalResearch

Low-field uterine diffusion MRI distinguishes adenomyosis from healthy tissue

At 0.55T, uterine diffusion MRI (ADC/IVIM) differentiated adenomyosis from healthy tissue: reduced myometrial ADC (p=0.024), lower endometrial diffusivity (p=0.017), increased perfusion fraction (p=0.014) in 106 women. Menstrual phase and hormonal status also influence metrics.

European radiology experimental
BreastAI / InformaticsResearchTrainee

Breast Density and BPE Are Independent Biomarkers for Systemic Risk

Breast density (BD) on mammography correlates with bone density (osteoporosis risk); background parenchymal enhancement (BPE) on contrast-enhanced mammography (CEM) correlates with systolic BP (vascular tone). They are independent; AI boosts reader agreement.

Diagnostics (Basel, Switzerland)
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