2021
DOI: 10.20944/preprints202107.0417.v1
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U-Shape by Quadratic Equation: A Best-fit for Modelling Hemodynamic Changes in the DCCS Task

Abstract: General Linear Modelling (GLM) has been widely employed to estimate the hemodynamic changes evoked by cognitive processing, which are more likely to be nonlinear than linear. First, this study re-analyzed the fNIRS data (N = 38, Mage = 5.0 years, SD = 0.69 years, 17 girls) collected in the Mixed-Order Design Dimensional Change Card Sort (DCCS) task. The results indicated that the quadratic equation was better than GLM to model HbO changes in this task. Second, analysis of a new set of data indicated that the H… Show more

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Cited by 2 publications
(2 citation statements)
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“…We applied the 10‐fold cross‐validations run with three replications, 2500 and 500 number of trees for the GBM and RF algorithms, respectively (Elith et al, 2008 ; Thuiller et al, 2021 ). Under GLM functions, the formula is defined as a quadratic setting (Li et al, 2021 , 2022 ; Thuiller et al, 2021 ). For MaxEnt, we produced 10,000 background points at random and 5000 iterations, we used default parameters for each method while taking into consideration the features of the modeling framework (Barbet‐Massin et al, 2012 ; Thuiller et al, 2021 ).…”
Section: Methodsmentioning
confidence: 99%
“…We applied the 10‐fold cross‐validations run with three replications, 2500 and 500 number of trees for the GBM and RF algorithms, respectively (Elith et al, 2008 ; Thuiller et al, 2021 ). Under GLM functions, the formula is defined as a quadratic setting (Li et al, 2021 , 2022 ; Thuiller et al, 2021 ). For MaxEnt, we produced 10,000 background points at random and 5000 iterations, we used default parameters for each method while taking into consideration the features of the modeling framework (Barbet‐Massin et al, 2012 ; Thuiller et al, 2021 ).…”
Section: Methodsmentioning
confidence: 99%
“…Coupled with the decline in outdoor activities during the COVID-19 pandemic, online games and social media are the preferred methods of alleviating boredom for children and adolescents. In addition, childhood and adolescence are critical periods in brain development [ 22 ], and digital addiction may cause functional damage to the brain [ 23 , 24 ]. The damage will be permanent and irreversible if not diagnosed and treated in such critical periods.…”
Section: Introductionmentioning
confidence: 99%