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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Bibliographic Details
Main Authors: Yohei Hirano, Keito Shinmoto, Yohei Okada, Kazuhiro Suga, Jeffrey Bombard, Shogo Murahata, Manoj Shrestha, Patrick Ocheja, Aiko Tanaka
Format: article
Language:EN
Published: Frontiers Media S.A. 2021
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Online Access:https://doaj.org/article/98c4d1d586b148859b63baa43b559719
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