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An image-based deep learning framework can predict radiation treatment failure in lung cancer patients

Image-Based Model Predicts Radiation Tx Failure in Lung Cancer

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Higher rate of treatment failure for lung cancer patients with high Deep Profiler scores
Among patients with suspected urolithiasis presenting to the emergency department

CT Use to Evaluate Suspected Urolithiasis Significantly Increased

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2006 to 2014 saw more than doubling in the use of CTAP in the ED, with considerable geographic variation
For patients with locally advanced non-small cell lung cancer

AI Model Uses Serial Imaging to Predict Lung Cancer Tx Response

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Deep learning integrates CT scans from multiple time points to improve clinical outcome predictions
For patients with lung adenocarcinoma

Radiomic Features May Predict Response to Chemo in NSCLC

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Peritumoral, intratumoral radiomic features on baseline CT scans may predict chemo response
The rates of complications after invasive diagnostic procedures for lung abnormalities are higher in the community setting than in clinical trials

Complications Higher Than Expected for Invasive Lung Tests

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Complication rates for invasive lung diagnostic procedures higher than those seen in clinical trials
There is considerable international variation in radiation doses for computed tomography examinations

International Radiation Doses Vary for CT Exams

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Dose variation due to institutional decisions regarding technical parameters
High-resolution peripheral quantitative computed tomography indices improve prediction of fracture beyond bone mineral density and Fracture Risk Assessment Tool scores in older adults

Bone Indices on CT Scan Predict Fracture Risk in Older Adults

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Peripheral CT indices address risk for fracture contributed by changes in bone microarchitecture
Computed tomography neuroimaging did not decrease from 2007 to 2015 among pediatric patients evaluated in the emergency department for head injury

No Drop Seen in CT Use for Pediatric Head Trauma

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About one-third of children who visit ER with head injuries undergo computed tomography imaging
A computed tomography-based abdominal aortic calcification score is a strong predictor of future cardiovascular events in asymptomatic patients

CT Abdominal Aortic Calcification Score Predicts CV Event Risk

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In asymptomatic patients, AUC was higher for AAC than for Framingham Risk Score at all time points
For children with traumatic epidural hematomas

Repeat CT Common in Peds Traumatic Epidural Hematoma

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Reimaging only those with concerning neurologic findings, mass effect on initial CT could cut use