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Generalization of Machine Learning Approaches to Identify Notifiable Conditions from a Statewide Health Information Exchange

Healthcare analytics is impeded by a lack of machine learning (ML) model generalizability, the ability of a model to predict accurately on varied data sources not included in the model’s training dataset. We leveraged free-text laboratory data from a Health Information Exchange network to evaluate M...

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Detalhes bibliográficos
Publicado no:AMIA Jt Summits Transl Sci Proc
Main Authors: Dexter, Gregory P., Grannis, Shaun J., Dixon, Brian E., Kasthurirathne, Suranga N.
Formato: Artigo
Idioma:Inglês
Publicado em: American Medical Informatics Association 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7233074/
https://ncbi.nlm.nih.gov/pubmed/32477634
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