The edition · Radiology
A threefold dose spread on the same head CT, and an AI that finds the fracture you cannot see
Clustering 904,209 head CT scans shows routine protocols differing up to 3.4-fold in dose; ketamine beats fentanyl for procedural sedation in interventional radiology; and a deep learning model reaches 94.7% sensitivity for radiograph-occult femoral neck fractures.
The edition in brief
Four findings with direct consequences for how a department scans and reports. Cluster analysis of 864,182 adult and 40,027 paediatric head CT scans from an international dose registry sorted routine protocols into clusters and found size-adjusted dose-length product varying more than two-fold, and up to 3.4-fold, within each stratum - for adult helical scans, 372 to 998 mGy·cm. The lowest-dose clusters generally used lower tube current and voltage, but several protocol routes reached the same place. In a randomised trial of 264 image-guided lung biopsies, bone biopsies and abscess drainages, radiologist-administered ketamine with midazolam reduced maximum intraprocedural pain against fentanyl with midazolam (mean difference -1.4 points, 95% CI -2.0 to -0.8), cut pain scores above 4 from 17% to 2.3%, and produced fewer desaturations below 90% (2.3% against 9.8%), at the cost of more hallucinations (11.4% against 3.8%). A review of the top 5% of AI risk scores in BreastScreen Norway found that in mammograms with no cancer over six years, calcifications alone were the feature the AI marked in about 70% of cases, and 76% had been read as benign; among screen-detected cancers, a spiculated mass was most common. An error-annotation study of 185 patients found process-related diagnostic errors in 14.6% (95% CI 10.2-20.4), most often delay in performing an ordered test. The edition closes on OccuNet, a deep learning model tested across four hospitals and 2,576 patients, which reached 94.7% sensitivity for radiograph-negative or indeterminate femoral neck fractures against 86.2% for radiologists and 68.8% for emergency physicians, and raised reader sensitivity while shortening reading time.
The same routine head CT is being done at up to 3.4 times the dose in different departments
Audit your department's routine head CT dose against published reference levels, separately for adults and children - a protocol set at installation and never revisited is the commonest reason a department sits in the high-dose group.
Ketamine with midazolam outperformed fentanyl with midazolam for radiologist-led sedation
For painful image-guided biopsies and drainages done under radiologist-administered sedation, ketamine with midazolam gives better analgesia and fewer desaturations than fentanyl with midazolam - warn the patient about hallucinations.
What the AI is actually marking when it flags a normal screening mammogram
An AI flag over amorphous clustered calcifications you have already called benign is the commonest false positive pattern - know that before the tool arrives, and audit your recall rate after it does.
One in seven abdominal imaging pathways carried a process-related diagnostic error, mostly a delayed test
Audit whether the additional imaging you recommend actually gets done - a report that is correct and a follow-up that never happens is still a diagnostic error, and it is the commonest one here.
The report that changes management is the one that names the next step
Write recommendations as orders - examination, contrast, interval - because a recommendation that cannot be ordered cannot be tracked, and cannot be found when it does not happen.
A deep learning model found the femoral neck fractures the radiograph did not show
Persistent clinical suspicion after a normal hip radiograph should go to CT or MRI - radiologists missed one occult fracture in seven and emergency physicians nearly one in three, and that is the gap any AI tool would be sold to fill.
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