Why the study?
Does machine learning analysis of device-measured physical activity improve the prediction of ventricular tachycardia events in patients with CIEDs?
Does machine learning analysis of device-measured physical activity improve the prediction of ventricular tachycardia events in patients with CIEDs?
Machine learning models using device-measured physical activity data did not improve the classification of ventricular tachycardia risk over naïve methods in patients with CIEDs.
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Does not support ML activity features for VT risk stratification in CIED patients; leaves open need for refined models or prospective validation.
Marzec et al. (2018) studied this question.
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