Weaning Failure Clinical Trial
Official title:
Predictive Analysis Software for Successful Weaning From Ventilator of Patients in Critical Condition
Making a weaning decision for a patient on a mechanical ventilator is an important clinical
issue. The most common index to predict successful weaning is the rapid shallow breathing
index (RSBI), however, the accuracy of RSBI to predict successful weaning have been
questioned.
The investigators proposed a new mathematical model and algorithm, called WIN, which capture
the essential feature of the variability ruling the physiological dynamics to provides better
perdition to wean than RSBI.
Making a weaning decision for a patient on a mechanical ventilator is an important clinical
issue.
It is thus important to decide accurately when patients can be weaned from the ventilator. To
increase the weaning success, the present common practice is to conduct spontaneous breathing
trials to get physiological signals that may provide the information about capacity of
successful weaning. The most common index is the rapid shallow breathing index (RSBI),
however, the accuracy of RSBI to predict successful weaning have been questioned. Weaning
failure usually results from a complex interplay of multiple factors. Thus, predictors
targeting a single pathophysiologic mechanism tend to be unreliable for heterogeneous
abnormalities.
The investigators proposed a new mathematical model and algorithm, which capture the
essential feature of the variability ruling the physiological dynamics. Through the modern
adaptive signal processing techniques, the investigators develop an index called WIN, which
is evaluated from the 5 minutes continuous physiological signal and provides better perdition
to wean than RSBI in a retrospective analysis. In this study, the investigators evaluate the
predictive power of WIN and RSBI prospectively in patients undergoing weaning prospectively.
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