Improving Automating Quality Control in Radiology: Leveraging Large Language Models to Extract Correlative Findings in Radiology and Operative Reports.

Radiology Imaging plays a pivotal role in medical diagnostics, providing clinicians with insights into patient health and guiding the next steps in treatment. The true value of a radiological image lies in the accuracy of its accompanying report. To ensure the reliability of these reports, they are often cross-referenced with operative findings. The conventional method of manually comparing radiology and operative reports is labor-intensive and demands specialized knowledge. This study explores the potential of a Large Language Model (LLM) to simplify the radiology evaluation process by automatically extracting pertinent details from these reports, focusing especially on the shoulder's primary anatomical structures. A fine-tuned LLM identifies mentions of the supraspinatus tendon, infraspinatus tendon, subscapularis tendon, biceps tendon, and glenoid labrum in lengthy radiology and operative documents. Initial findings emphasize the model's capability to pinpoint relevant data, suggesting a transformative approach to the typical evaluation methods in radiology.

The Length of Gomco Clamp Timing and Its Effect on Bleeding.

BACKGROUND: Bleeding is the most common complication of circumcisions in newborns. Gomco clamps are used to perform neonatal circumcisions. Although a clamp time of 5 minutes is recommended, there is no evidence to support this recommendation. METHODS: Circumcisions performed by attending physicians from the Division of Pediatric Hospital Medicine at an academic children's hospital were split into 2 groups. Group 1 had a clamp time of 5 minutes. Group 2 did not have a clamp time minimum. Nursing staff examined for bleeding at intervals of 15- and 30-minutes' postprocedure. Bleeding was determined to be significant if pressure and/or a microfibrillar collagen hemostat agent was applied. RESULTS: The study sample contained 23 physicians who saw a total of 1252 patients: 13 physicians (647 patients) in group 1 and 10 physicians (605 patients) in group 2. The average clamp time in group 2 was 2 minutes, 5 seconds. The estimated percentage of circumcisions that required microfibrillar collagen hemostat application was 5.1% (95% confidence interval [CI], 3.1-8.1) for group 1 and 5.6% (95% CI: 3.5-8.8]) for group 2. Circumcisions that had pressure applied were estimated to be 0.6% (95% CI: 0.2-1.7) for group 1 and 1.3% (95% CI: 0.5-3.1) for group 2. The difference between groups, in both categories, was not statistically significant. CONCLUSIONS: In this prospective study we evaluated clamp time duration and bleeding outcomes for neonatal circumcision. Clamp time does not appear to have an association with bleeding risk. Providers need not maintain a 5-minute clamp time to decrease postprocedural bleeding.