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Evaluation of parameters affecting performance and reliability of machine learning-based antibiotic susceptibility testing from whole genome sequencing data

Prediction of antibiotic resistance phenotypes from whole genome sequencing data by machine learning methods has been proposed as a promising platform for the development of sequence-based diagnostics. However, there has been no systematic evaluation of factors that may influence performance of such...

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Detalles Bibliográficos
Autores principales: Hicks, Allison L., Wheeler, Nicole, Sánchez-Busó, Leonor, Rakeman, Jennifer L., Harris, Simon R., Grad, Yonatan H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6743791/
https://www.ncbi.nlm.nih.gov/pubmed/31479500
http://dx.doi.org/10.1371/journal.pcbi.1007349