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. 2023 May 25;17:1085902. doi: 10.3389/fnsys.2023.1085902

TABLE 2.

Methods used to measure criticality in articles included in this review.

Methods Definition N articles Articles
Neuronal avalanche Propagation of neuronal activity following a power-law (Beggs and Plenz, 2003). 21 Cranstoun et al., 2002; Worrell et al., 2002; Li et al., 2005; Freeman et al., 2006; Ribeiro et al., 2010; Dehghani et al., 2012; Meisel et al., 2012, 2013; Priesemann et al., 2013; Scott et al., 2014; Arviv et al., 2016; Fagerholm et al., 2016, 2018; Hudetz et al., 2016; Hahn et al., 2017; Fekete et al., 2018, 2021; Bocaccio et al., 2019; Dürschmid et al., 2020; Meisel, 2020; Varley et al., 2020b
Long-Range Temporal Correlations (LRTC) Global term for temporal structure of neuronal oscillations (Linkenkaer-Hansen et al., 2001). 13 (combined)
Autocorrelation function Correlation of a single signal over time (Meisel et al., 2017a). 2 Meisel et al., 2017b; Kim H. et al., 2021
Detrended fluctuation
analysis
Scaling exponent from the amplitude envelope of an oscillatory signal (Hardstone et al., 2012). 9 Parish et al., 2004; Monto et al., 2007; Allegrini et al., 2013, 2015; Paradisi et al., 2013; Krzemiński et al., 2017; Irrmischer et al., 2018; Wang et al., 2019; Lombardi et al., 2020
Hurst exponent Change in autocorrelation over time (Witton et al., 2019). 2 Tagliazucchi et al., 2013; Yan et al., 2016
Pair Correlation Function Variability of the network (Kim et al., 2017). 3 Kim and Lee, 2019; Huels et al., 2021; Kim M. et al., 2021
Branching parameter m Capacity to propagate activity in a network (Priesemann et al., 2019). 1 Hagemann et al., 2021
Stability parameter Measure of the dynamical instability seen at or near the critical state (Solovey et al., 2012). 2 Alonso et al., 2014; Solovey et al., 2015
Phase Lag Entropy (PLE) Quantifies the diversity of temporal patterns of the phase relationship between two signals (Lee et al., 2019). 1 Lee et al., 2019
Other methods 8 Liu et al., 2014; Scale-free distributions of node size and degrees
Stramaglia et al., 2017; Structure-function relation
Cerf et al., 2004; Parameter of fluctuation of electropathophysiological activity
Abeyasinghe et al., 2020; Dimensionality
Atasoy et al., 2017; Power-laws of brain harmonics
Ponce-Alvarez et al., 2022; Scaling parameter in fMRI
Pullon et al., 2022; Long-time scale mutual information
Varley et al., 2020a; Fractal dimension of cortical activity in temporal and spatial domains