TL;DR
Whether selected public Digital Imaging and Communications in Medicine archive series contain archive-observable equipment-identity and Unique Device Identification (UDI)-related metadata needed for a bounded UDI-DICOM evidence-readiness workflow is assessed.
PURPOSE Federated learning enables breast-imaging sites to jointly train mammography artificial intelligence (AI) without sharing images, but radiologists at each site must still annotate selected images during active-learning rounds. We developed and evaluated a client-adaptive vision-language gatekeeper that withhold...
Background: The move from film-based radiology to digital imaging has changed how radiology departments acquire, view, store, and communicate imaging studies. Workstations integrated with Picture Archiving and Communication Systems (PACS), Radiology Information Systems (RIS), and Hospital Information Systems (HIS), and...
Role-labelled data-governance audits are therefore necessary before pooled breast-ultrasound training results are interpreted as evidence of external generalization.
A HL7 Fast Healthcare Interoperability Resources (FHIR) system for Mobile Patient Survey (MoPat), which supports multiple versions and is designed to integrate PROMs into various FHIR-based infrastructures, validates the potential of electronic PROM tools to adopt standards like the MII core dataset.
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