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Temporal discounting in children and adolescents with and without attention-deficit/hyperactivity disorder : a comparison of four scoring methods

(2024) CHILD NEUROPSYCHOLOGY. 30(5). p.702-721
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Abstract
Temporal discounting (TD) tasks measure the preference for immediate rewards over larger delayed rewards and have been widely used to study impulsivity in children and adolescents with Attention-Deficit/Hyperactivity Disorder (ADHD). Relatively impulsive individuals tend to show high inconsistency in their choices, which makes it difficult to determine commonly used TD outcome measures (e.g., area under the curve, AUC). In this study, we leveraged two published datasets to compare four methods to compute TD outcome measures in children and adolescents (8–17 years) with (n = 107) and without ADHD (n = 128): two predetermined rules methods, a proportion method, and logistic regression. In both datasets, when using the two predetermined rules methods and the proportion method, TD outcomes were highly correlated and group differences in TD were similar. When using logistic regression, a large proportion of AUCs (95% in dataset 1; 33% in dataset 2) could not be computed due to inconsistent choice patterns. These findings indicate that predetermined rules methods (for studies with small sample sizes and experienced raters) and a proportion method (for studies with larger sample sizes or less experienced raters) are recommended over logistic regression when determining subjective reward values for participants with inconsistent choice patterns.
Keywords
Temporal discounting, scoring methods, ADHD, children, adolescents, RESPONSE VARIABILITY, LOGISTIC-REGRESSION, DELAY, REWARD, AGE, WEIGHT, TASK, MONETARY, BEHAVIOR

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MLA
de Water, Erik, et al. “Temporal Discounting in Children and Adolescents with and without Attention-Deficit/Hyperactivity Disorder : A Comparison of Four Scoring Methods.” CHILD NEUROPSYCHOLOGY, vol. 30, no. 5, 2024, pp. 702–21, doi:10.1080/09297049.2023.2268768.
APA
de Water, E., Demurie, E., Mies, G. W., & Scheres, A. (2024). Temporal discounting in children and adolescents with and without attention-deficit/hyperactivity disorder : a comparison of four scoring methods. CHILD NEUROPSYCHOLOGY, 30(5), 702–721. https://doi.org/10.1080/09297049.2023.2268768
Chicago author-date
Water, Erik de, Ellen Demurie, Gabry W. Mies, and Anouk Scheres. 2024. “Temporal Discounting in Children and Adolescents with and without Attention-Deficit/Hyperactivity Disorder : A Comparison of Four Scoring Methods.” CHILD NEUROPSYCHOLOGY 30 (5): 702–21. https://doi.org/10.1080/09297049.2023.2268768.
Chicago author-date (all authors)
de Water, Erik, Ellen Demurie, Gabry W. Mies, and Anouk Scheres. 2024. “Temporal Discounting in Children and Adolescents with and without Attention-Deficit/Hyperactivity Disorder : A Comparison of Four Scoring Methods.” CHILD NEUROPSYCHOLOGY 30 (5): 702–721. doi:10.1080/09297049.2023.2268768.
Vancouver
1.
de Water E, Demurie E, Mies GW, Scheres A. Temporal discounting in children and adolescents with and without attention-deficit/hyperactivity disorder : a comparison of four scoring methods. CHILD NEUROPSYCHOLOGY. 2024;30(5):702–21.
IEEE
[1]
E. de Water, E. Demurie, G. W. Mies, and A. Scheres, “Temporal discounting in children and adolescents with and without attention-deficit/hyperactivity disorder : a comparison of four scoring methods,” CHILD NEUROPSYCHOLOGY, vol. 30, no. 5, pp. 702–721, 2024.
@article{01HDDPADZE9NKXAVPZJ5P5NSQ8,
  abstract     = {{Temporal discounting (TD) tasks measure the preference for immediate rewards over larger delayed rewards and have been widely used to study impulsivity in children and adolescents with Attention-Deficit/Hyperactivity Disorder (ADHD). Relatively impulsive individuals tend to show high inconsistency in their choices, which makes it difficult to determine commonly used TD outcome measures (e.g., area under the curve, AUC). In this study, we leveraged two published datasets to compare four methods to compute TD outcome measures in children and adolescents (8–17 years) with (n = 107) and without ADHD (n = 128): two predetermined rules methods, a proportion method, and logistic regression. In both datasets, when using the two predetermined rules methods and the proportion method, TD outcomes were highly correlated and group differences in TD were similar. When using logistic regression, a large proportion of AUCs (95% in dataset 1; 33% in dataset 2) could not be computed due to inconsistent choice patterns. These findings indicate that predetermined rules methods (for studies with small sample sizes and experienced raters) and a proportion method (for studies with larger sample sizes or less experienced raters) are recommended over logistic regression when determining subjective reward values for participants with inconsistent choice patterns.}},
  author       = {{de Water, Erik and Demurie, Ellen and Mies, Gabry W. and Scheres, Anouk}},
  issn         = {{0929-7049}},
  journal      = {{CHILD NEUROPSYCHOLOGY}},
  keywords     = {{Temporal discounting,scoring methods,ADHD,children,adolescents,RESPONSE VARIABILITY,LOGISTIC-REGRESSION,DELAY,REWARD,AGE,WEIGHT,TASK,MONETARY,BEHAVIOR}},
  language     = {{eng}},
  number       = {{5}},
  pages        = {{702--721}},
  title        = {{Temporal discounting in children and adolescents with and without attention-deficit/hyperactivity disorder : a comparison of four scoring methods}},
  url          = {{http://doi.org/10.1080/09297049.2023.2268768}},
  volume       = {{30}},
  year         = {{2024}},
}

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