Federated Learning for Clinical Event Classification Using Vital Signs Data
Effective healthcare relies on accurate and timely diagnosis; however, obtaining large amounts of training data while maintaining patient privacy remains challenging. This study introduces a novel approach utilizing federated learning (FL) and a cross-device multi-modal model for clin-ical event classification using vital signs data.
Kang Yoon Lee, Ruzaliev Rakhmiddin
doaj +4 more sources
Comparing two data collection methods to track vital events in maternal and child health via community health workers in rural Nepal. [PDF]
Background Timely tracking of health outcomes is difficult in low- and middle-income countries without comprehensive vital registration systems. Community health workers (CHWs) are increasingly collecting vital events data while delivering routine care ...
Choudhury N+18 more
europepmc +4 more sources
Recurrent vital thrombotic events in a young man with FVIII gene duplication
Lingli Wang+6 more
doaj +6 more sources
Surveillance Of Vital Events In Rural Areas
Research question: Which system of registration of vital events is more efficient? Objective: To ascertain the efficiency and quality of vital events registration in the rural community. Study design: Population based cross-sectional. Settings: Rural areas.
Lal Sunder+4 more
openaire +3 more sources
Strengthening Community-Based Vital Events Reporting for Real-Time Monitoring of Under-Five Mortality: Lessons Learned from the Balaka and Salima Districts in Malawi. [PDF]
Joos O+7 more
europepmc +3 more sources
Vital Events in the Lublin Region from the 16th to the 19th Centuries. The State of Research and its Prospects [PDF]
The article presents the current state of research into vital events in the Region of Lublin and identifies the research problems which were connected with parish registers, the basic source in the research of that kind.
Piotr Rachwał
openalex +3 more sources
Single-cell RNA sequencing of intestinal crypts reveals vital events in damage repair and the double-edged sword effect of the Wnt3/β-catenin pathway in irradiated mice. [PDF]
Yuan T, Zhang J, Zhao Y, Guo Y, Fan S.
europepmc +2 more sources
Correlating Depth of Sedation with Vital Signs and Adverse Events in Bronchoscopy [PDF]
Natasha Hill+4 more
openalex +2 more sources
A Comprehensive Analysis of the Transcriptomes of Marssonina brunnea and Infected Poplar Leaves to Capture Vital Events in Host-Pathogen Interactions. [PDF]
Chen C+9 more
europepmc +3 more sources
Population and vital events for the city of Nis and the Nisava district [PDF]
Milos Zlatkovic, Goran Zdravkovic
openalex +3 more sources