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The role of fine-grained annotations in supervised recognition of risk factors for heart disease from EHRs

This paper describes a supervised machine learning approach for identifying heart disease risk factors in clinical text, and assessing the impact of annotation granularity and quality on the system's ability to recognize these risk factors. We utilize a series of support vector machine models i...

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Detalhes bibliográficos
Publicado no:J Biomed Inform
Main Authors: Roberts, Kirk, Shooshan, Sonya E., Rodriguez, Laritza, Abhyankar, Swapna, Kilicoglu, Halil, Demner-Fushman, Dina
Formato: Artigo
Idioma:Inglês
Publicado em: 2015
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4988795/
https://ncbi.nlm.nih.gov/pubmed/26122527
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.jbi.2015.06.010
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