Development and Validation of Unplanned Extubation Prediction Models Using Intensive Care Unit Data: Retrospective, Comparative, Machine Learning Study

• Main Authors: Sujeong Hur (Author), Ji Young Min (Author), Junsang Yoo (Author), Kyunga Kim (Author), Chi Ryang Chung (Author), Patricia C Dykes (Author), Won Chul Cha (Author)
• Format: Book
• Published: JMIR Publications, 2021-08-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

BackgroundPatient safety in the intensive care unit (ICU) is one of the most critical issues, and unplanned extubation (UE) is considered the most adverse event for patient safety. Prevention and early detection of such an event is an essential but difficult component of quality care. ObjectiveThis...