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Entropy
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Entropy
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Application of Entropy-Based Features to Predict Defibrillation Outcome in Cardiac Arrest

Authors: Beatriz Chicote; Unai Irusta; Raúl Alcaraz 0001; José Joaquín Rieta; Elisabete Aramendi; Iraia Isasi; Daniel Alonso Moreno; +1 Authors

Application of Entropy-Based Features to Predict Defibrillation Outcome in Cardiac Arrest

Abstract

Prediction of defibrillation success is of vital importance to guide therapy and improve the survival of patients suffering out-of-hospital cardiac arrest (OHCA). Currently, the most efficient methods to predict shock success are based on the analysis of the electrocardiogram (ECG) during ventricular fibrillation (VF), and recent studies suggest the efficacy of waveform indices that characterize the underlying non-linear dynamics of VF. In this study we introduce, adapt and fully characterize six entropy indices for VF shock outcome prediction, based on the classical definitions of entropy to measure the regularity and predictability of a time series. Data from 163 OHCA patients comprising 419 shocks (107 successful) were used, and the performance of the entropy indices was characterized in terms of embedding dimension (m) and matching tolerance (r). Six classical predictors were also assessed as baseline prediction values. The best prediction results were obtained for fuzzy entropy (FuzzEn) with m = 3 and an amplitude-dependent tolerance of r = 80 μ V . This resulted in a balanced sensitivity/specificity of 80.4%/76.9%, which improved by over five points the results obtained for the best classical predictor. These results suggest that a FuzzEn approach for a joint quantification of VF amplitude and its non-linear dynamics may be a promising tool to optimize OHCA treatment.

Country
Spain
Keywords

ventricular fibrillation; defibrillation; shock outcome prediction; out-of-hospital cardiac arrest; non-linear dynamics; entropy measures; regularity-based entropies; predictability-based entropies; fuzzy entropy, Science, QC1-999, Predictability-based entropies, Defibrillation, Astrophysics, entropy measures, Regularity-based entropies, TECNOLOGIA ELECTRONICA, non-linear dynamics, Ventricular fibrillation, out-of-hospital cardiac arrest, regularity-based entropies, Out-of-hospital cardiac arrest, Physics, Q, Shock outcome prediction, Entropy measures, ventricular fibrillation, Non-linear dynamics, defibrillation, QB460-466, predictability-based entropies, Fuzzy entropy, fuzzy entropy, shock outcome prediction

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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