Validation, bias assessment, and optimization of the UNAFIED 2-year risk prediction model for undiagnosed atrial fibrillation using national electronic health data

UNAFIED-10, developed using regional patient data, displayed consistent performance in a large national data set. UNAFIED-8 is more parsimonious and generalizable for using advanced analytics for AF detection. Future directions include validation on additional data sets.

Authors

Institutions

Publication Details

Journal
Heart Rhythm O2
Published
2024-09-26
DOI
https://doi.org/10.1016/j.hroo.2024.09.010
Citations
1
Primary Topic
Atrial Fibrillation Management and Outcomes
Type
article
Field-Weighted Citation Impact
0.40

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Validation, bias assessment, and optimization of the UNAFIED 2-year risk prediction model for undiagnosed atrial fibrillation using national electronic health data

Randall W. Grout, A. Carmine Colavecchia, Mohammad Ateya, Saira Haque et al.
1 citations
Heart Rhythm O2
Atrial Fibrillation Management and Outcomes
0.40
article

Validation, bias assessment, and optimization of the UNAFIED 2-year risk prediction model for undiagnosed atrial fibrillation using national electronic health data

Randall W. Grout, A. Carmine Colavecchia, Mohammad Ateya, Saira Haque, Danai Aristeridou, George H. Sands, Oussama Wazni, Jessica Zielinski
article en
1 citations

Abstract

UNAFIED-10, developed using regional patient data, displayed consistent performance in a large national data set. UNAFIED-8 is more parsimonious and generalizable for using advanced analytics for AF detection. Future directions include validation on additional data sets.

Heart Rhythm O2Vol. 5(12)
Cleveland Clinic (US), Regenstrief Institute (US), Pfizer (United States) (US), Indiana University School of Medicine, Indiana University – Purdue University Indianapolis (US)
Pfizer
Openalex Percentile: Top 33%
Atrial Fibrillation Management and Outcomes
0.40
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.