U.S., Nov. 6 -- ClinicalTrials.gov registry received information related to the study (NCT07918924) titled 'Predicting Extubation Failure Using Machine Learning' on Oct. 18.
Brief Summary: The goal of this observational study is to predict who will have problems after the breathing tube is removed. Taking out the tube is called extubation, and having these problems is called extubation failure. Participants are adults in the intensive care unit (ICU) who use a breathing machine (ventilator).
The main questions it aims to answer are:
* How well can computer tools predict problems in the 7 days after the tube is removed?
* Which information, such as age or blood tests, matters most for the prediction?
Extubation failure means the partici...