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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...
Autores principales: | Hirano, Yohei, Shinmoto, Keito, Okada, Yohei, Suga, Kazuhiro, Bombard, Jeffrey, Murahata, Shogo, Shrestha, Manoj, Ocheja, Patrick, Tanaka, Aiko |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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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 |
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