Should Artificial Intelligence Join the Residency Admissions Committee?
Should Artificial Intelligence Join the Residency Admissions Committee?
Should Artificial Intelligence Join the Residency Admissions Committee?
In 56 cerebral small vessel disease patients vs 56 controls, MRI showed right-dominant frontal gray matter loss; right prefrontal volume tracked global cognition and left temporal asymmetry tracked decline, supporting gray matter asymmetry as a vascular cognitive marker.
A computational model of brain ketone metabolism matched MRS data and suggests ketones reduce glutamate and GABA mainly by partially displacing glucose metabolism through the pseudo-malate-aspartate shuttle, with key enzymes selectively modulating each neurotransmitter.
CT radiomics did not improve survival prediction over clinical models for HCC after TACE (internal C-index 0.593 vs 0.646) and showed poor discrimination in external testing (C-index 0.463, 95% CI 0.397–0.532), adding no incremental value.
In 71 thyroid nodules with atypia of undetermined significance, American College of Radiology TI-RADS was associated with malignancy (p=0.025): malignancy rates were 21% for TR3, 8% for TR4, and 55% for TR5.
Natural Language Processing for Automated Lung Cancer Screening Eligibility Classification from Electronic Health Record.
Dual-lumen balloon-assisted Onyx embolization of the middle meningeal artery achieved >50% hematoma reduction in 90.4% and complete resolution in 70.6% of chronic subdural hematoma patients at 3 months, with no recurrences and a 2.6% complication rate.
An interpretable AI model fusing MRI paraspinal muscle features with BMD and clinical data achieved AUCs of 0.881–0.917 for osteoporotic vertebral fracture prediction across multiple centers, significantly outperforming a BMD-only baseline.
In a multicenter study of 1550 patients, VGG-16 achieved AUC 0.93 (accuracy 0.73) for Kellgren-Lawrence classification of knee OA on AP radiographs, but external validation accuracy fell to 0.65. Adding lateral radiographs or clinical data (age, gender, BMI) did not improve perf…
A deep learning model for CT-based ureteral length measurement yielded a mean of 269 mm, not significantly different from the gross specimen reference (p>0.999).
Hybrid ViT-XGBoost model classified hip fractures on pelvic X-rays with 88.31% accuracy (95% CI 79.3–93.7%) on 77 test radiographs from a Jordanian centre. Outperformed CNN and transformer baselines, but needs external validation.
In a study of 125 spine radiographs, Gemini 3.1 Pro measured Cobb angles with lower error than GPT-5.1 (MAE 5.06° vs 9.62°, P<0.001), but agreement was still insufficient for autonomous use; expert verification remains necessary.
Across 30 NICUs in 20 countries, privacy-preserving continual learning reduced neonatal chest X-ray endotracheal tube landmark error to 0.67 cm (vs 1.29 cm site-specific fine-tuning, 4.30 cm adult-only) at 29/30 sites and improved deep intubation detection at 27/30 sites.
This review summarizes pulmonary nodule classification, risk assessment, biomarkers, AI applications, and management, advocating for risk-adapted, longitudinal, multidisciplinary care.
Interventional Radiology in Undergraduate Medical Education: A Kern's Framework Approach.
Access on the Go: The Vital Role of Mobile Screening Units
MRI analysis of nearly 3,500 adolescents reveals that weaker connections in a cerebellum-amygdala-thalamus circuit are associated with greater anxiety, while more efficient temporoparietal and frontoparietal networks may be protective. The brain differences were detectable as ea…
SCCT seeks applicants for Future Leaders Program
MRI researcher Katheryn Keenan wins the Flemming Award.
ACR opposes bill to end No Surprises Act arbitration
Bayer touts I-124 evuzamitide PET study
Oxford Brain Diagnostics touts study on FTD pathology
This lecture breaks down breast anatomy with a practical focus on imaging: lobes, lobules, ducts, skin/muscle relations, Cooper's ligaments, blood supply, and lymphatic drainage — all correlated with what we see on mammography and ultrasound.
Many radiologists are abandoning traditional partnership tracks and hierarchical advancement, instead chasing the best paycheck and lifestyle amid private equity acquisitions, declining reimbursements, and thinning practice margins, according to a Diagnostic Imaging column.
An AutoHotkey script for PowerScribe 360 uses internal .NET commands instead of simulated keystrokes, eliminating lag. It lets radiologists navigate report fields while PACS remains active, replicating PowerMic button behavior.
ESR's EU Screening Week campaign reached over 300,000 people on social media, promoting radiology's role in early detection of breast, lung, prostate cancers and cardiovascular disease. Campaign materials remain online for ongoing public education.
Philips recalls Lumify point-of-care ultrasound after software bug forces unexpected re-registration, blocking scans; linked to four deaths and eight serious injuries. FDA warns delays in remote settings without backup may cause serious harm.
93% of radiology trainees support hybrid and work-from-home (WFH) practice models; none prefer fully in-person. Only 61% felt prepared for these settings vs 83% of attendings; 23% want more education on remote workflows.
Private equity firm Sopris Capital has acquired AI platform company Blackford Analysis from Bayer and will fold it into Azra AI, keeping Blackford operating as a separate entity with no disruption to current deployments.