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Updated: Aug 29, 2026

A Structured Approach to Extubation in Mechanically Ventilated Rats
Published on: July 18, 2025
Web-based prediction of extubation outcome in premature infants on mechanical ventilation using an artificial neural
Martina Mueller1, Carol L Wagner, David J Annibale
1Department of Biometry and Epidemiology, Medical University of South Carolina, Charleston, SC, USA.
Abstract:
The web-based implementation of a decision-support tool for the prediction of extubation outcome in mechanically ventilated premature infants enables the integration of advanced and computationally intensive modeling approaches with easy-usage, no maintenance requirements and wide availability. Accordingly, the artificial neural network predictive tool developed provides decision-support in determining whether to extubate a premature infant to clinicians in NICUs anywhere with access to the Internet.
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