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Early Detection of Heart Failure Using Electronic Health Records: Practical Implications for Time before Diagnosis, Data Diversity, Data Quantity and Data Density

BACKGROUND: Using electronic health records (EHR) data to predict events and onset of diseases is increasingly common. Relatively little is known, though, about the tradeoffs between data requirements and model utility. METHODS AND RESULTS: We examined the performance of machine learning models trai...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Circ Cardiovasc Qual Outcomes
Prif Awduron: Ng, Kenney, Steinhubl, Steven R., deFilippi, Christopher, Dey, Sanjoy, Stewart, Walter F.
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: 2016
Pynciau:
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC5341145/
https://ncbi.nlm.nih.gov/pubmed/28263940
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1161/CIRCOUTCOMES.116.002797
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