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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Auteurs principaux: | Yohei Hirano, Keito Shinmoto, Yohei Okada, Kazuhiro Suga, Jeffrey Bombard, Shogo Murahata, Manoj Shrestha, Patrick Ocheja, Aiko Tanaka |
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Format: | article |
Langue: | EN |
Publié: |
Frontiers Media S.A.
2021
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Accès en ligne: | https://doaj.org/article/98c4d1d586b148859b63baa43b559719 |
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