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Machine Learning Approach to Predict Positive Screening of Methicillin-Resistant Staphylococcus aureus During Mechanical Ventilation Using Synthetic Dataset From MIMIC-IV Database

Background: Mechanically ventilated patients are susceptible to nosocomial infections such as ventilator-associated pneumonia. To treat ventilated patients with suspected infection, clinicians select appropriate antibiotics. However, decision-making regarding the use of antibiotics for methicillin-r...

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Detalles Bibliográficos
Autores principales: Hirano, Yohei, Shinmoto, Keito, Okada, Yohei, Suga, Kazuhiro, Bombard, Jeffrey, Murahata, Shogo, Shrestha, Manoj, Ocheja, Patrick, Tanaka, Aiko
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8635043/
https://www.ncbi.nlm.nih.gov/pubmed/34869405
http://dx.doi.org/10.3389/fmed.2021.694520