Author

M. Iscoe

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Open access Sep 2026

Running to Stand Still: EHR Efficiency and Workload Across Emergency Medicine Residency.

Objectives The evolution of electronic health record (EHR) burden throughout emergency medicine (EM) residency remains poorly understood. We aimed to quantify EHR use, the composition of work performed outside scheduled hours, and the development of EHR efficiency across EM training. Methods Retrospective cohort stud...

C. Preiksaitis, J. Hughes, M. Iscoe et al. · AEM Education and Training · 0 citations

Open access Jul 2026

Federated modular clinical decision support networks for collaborative learning in resource-limited settings

FedMoDN, a novel federated modular neural network architecture for collaborative learning across all features of an IIO distributed dataset, allowing healthcare facilities to use the full complement of their features without sharing, discarding, or imputing any data, is introduced.

Cécile Trottet, Jonathan Doenz, P. M. Mastel et al. · npj Digital Medicine · 0 citations

Preprint Jul 2026

A safety-oriented hypothetico-deductive framework for AI-assisted differential diagnosis

The findings suggest that engineering diagnostic AI as a safety-oriented reasoning framework, rather than optimizing raw predictive accuracy alone, can provide a safer, more transparent, and clinically meaningful layer of bedside decision support for acute care workflows.

F. Ma, Mauro Giuffrè, D. Wright et al. · 0 citations