U.S., Sept. 3 -- ClinicalTrials.gov registry received information related to the study (NCT07800962) titled 'Federated Learning for Point-of-Care Cardiac Ultrasound' on Aug. 27.
Brief Summary: This prospective, multicenter study will evaluate a federated machine-learning system designed to analyze focused cardiac point-of-care ultrasound examinations. Federated learning allows participating clinical sites to contribute to model development while keeping raw ultrasound images and directly identifiable patient information within each site's controlled computing environment. Encrypted model updates, rather than patient images, will be transmitted for secure aggregation.
The prospective validation cohort will include approximately 3,000 adult...