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Enhancing Within-Person Estimation of Neurocognition and the Prediction of Externalizing Behaviors in Adolescents Cover

Enhancing Within-Person Estimation of Neurocognition and the Prediction of Externalizing Behaviors in Adolescents

Open Access
|Jul 2024

References

  1. 1Achenbach, T. M. (2009). The Achenbach system of empirically based assessment (ASEBA): Development, findings, theory, and applications. University of Vermont, Research Center for Children, Youth, & Families.
  2. 2Acker, W., & Acker, C. (1982). Bexley Maudsley automated processing screening and Bexley Maudsley category sorting test manual. NFER-Nelson Publishing.
  3. 3Akaike, H. (1974, December). A new look at the statistical model identification. IEEE Transactions on Automatic Control, 19(6), 716723. Retrieved 2023-10-08, from http://ieeexplore.ieee.org/document/1100705. DOI: 10.1109/TAC.1974.1100705
  4. 4Barch, D. M., Albaugh, M. D., Avenevoli, S., Chang, L., Clark, D. B., Glantz, M. D., … Sher, K. J. (2018, August). Demographic, physical and mental health assessments in the adolescent brain and cognitive development study: Rationale and description. Developmental Cognitive Neuroscience, 32, 5566. Retrieved 2023-03-09, from https://linkinghub.elsevier.com/retrieve/pii/S1878929317300683. DOI: 10.1016/j.dcn.2017.10.010
  5. 5Beauchaine, T. P., & McNulty, T. (2013). Comorbidities and continuities as ontogenic processes: Toward a developmental spectrum model of externalizing psychopathology. Development and Psychopathology, 25(4pt2), 15051528. (Publisher: Cambridge University Press). DOI: 10.1017/S0954579413000746
  6. 6Blackwell, D., & MacQueen, J. B. (1973). Ferguson distributions via Pólya urn schemes. The Annals of Statistics, 1(2), 353355. (Publisher: Institute of Mathematical Statistics). DOI: 10.1214/aos/1176342372
  7. 7Blei, D. M., & Jordan, M. I. (2006, March). Variational inference for Dirichlet process mixtures. Bayesian Analysis, 1(1), 121143. Retrieved 2020-11-12, from http://projecteuclid.org/euclid.ba/1340371077. DOI: 10.1214/06-BA104
  8. 8Blei, D. M., Kucukelbir, A., & McAuliffe, J. D. (2017, April). Variational Inference: A Review for Statisticians. Journal of the American Statistical Association, 112(518), 859877. Retrieved 2022-08-21, from https://www.tandfonline.com/doi/full/10.1080/01621459.2017.1285773. DOI: 10.1080/01621459.2017.1285773
  9. 9Bongers, I. L., Koot, H. M., Van Der Ende, J., & Verhulst, F. C. (2004). Developmental trajectories of externalizing behaviors in childhood and adolescence. Child Development, 75(5), 15231537. (Publisher: Wiley Online Library). DOI: 10.1111/j.1467-8624.2004.00755.x
  10. 10Bongers, I. L., Koot, H. M., van der Ende, J., & Verhulst, F. C. (2008, July). Predicting young adult social functioning from developmental trajectories of externalizing behaviour. Psychological medicine, 38(7), 989999. (Place: England). DOI: 10.1017/S0033291707002309
  11. 11Borella, E., Carretti, B., & De Beni, R. (2008). Working memory and inhibition across the adult life-span. Acta Psychologica, 128(1), 3344. (Publisher: Elsevier). DOI: 10.1016/j.actpsy.2007.09.008
  12. 12Brand, M., Fujiwara, E., Borsutzky, S., Kalbe, E., Kessler, J., & Markowitsch, H. J. (2005, May). Decision-Making Deficits of Korsakoff Patients in a New Gambling Task With Explicit Rules: Associations With Executive Functions. Neuropsychology, 19(3), 267277. Retrieved 2023-04-14, from http://doi.apa.org/getdoi.cfm?doi=10.1037/0894-4105.19.3.267. DOI: 10.1037/0894-4105.19.3.267
  13. 13Brazil, I. A., van Dongen, J. D., Maes, J. H., Mars, R., & Baskin-Sommers, A. R. (2018). Classification and treatment of antisocial individuals: From behavior to biocognition. Neuroscience & Biobehavioral Reviews, 91, 259277. (Publisher: Elsevier). DOI: 10.1016/j.neubiorev.2016.10.010
  14. 14Burt, S. (2013). Do etiological influences on aggression overlap with those on rule breaking? A meta-analysis. Psychological Medicine, 43(9), 18011812. (Publisher: Cambridge University Press). DOI: 10.1017/S0033291712001894
  15. 15Casey, B., Cannonier, T., Conley, M. I., Cohen, A. O., Barch, D. M., Heitzeg, M. M., … Dale, A. M. (2018, August). The Adolescent Brain Cognitive Development (ABCD) study: Imaging acquisition across 21 sites. Developmental Cognitive Neuroscience, 32, 4354. Retrieved 2023-03-09, from https://linkinghub.elsevier.com/retrieve/pii/S1878929317301214. DOI: 10.1016/j.dcn.2018.03.001
  16. 16Chaku, N., Barry, K., Fowle, J., & Hoyt, L. T. (2022, November). Understanding patterns of heterogeneity in executive functioning during adolescence: Evidence from population-level data. Developmental Science, 25(6), e13256. Retrieved 2023-10-10, from https://onlinelibrary.wiley.com/doi/10.1111/desc.13256. DOI: 10.1111/desc.13256
  17. 17Clark, D. B., Fisher, C. B., Bookheimer, S., Brown, S. A., Evans, J. H., Hopfer, C., … others. (2018). Biomedical ethics and clinical oversight in multisite observational neuroimaging studies with children and adolescents: The ABCD experience. Developmental Cognitive Neuroscience, 32, 143154. (Publisher: Elsevier). DOI: 10.1016/j.dcn.2017.06.005
  18. 18Conley, M., & Baskin-Sommers, A. (2023). Development in uncertain contexts: An ecologically informed approach to understanding decision-making during adolescence. Cognitive, Affective, & Behavioral Neuroscience, 23(3), 739745. (Publisher: Springer). DOI: 10.3758/s13415-023-01067-7
  19. 19Cyders, M. A., Smith, G. T., Spillane, N. S., Fischer, S., Annus, A. M., & Peterson, C. (2007). Integration of impulsivity and positive mood to predict risky behavior: development and validation of a measure of positive urgency. Psychological Assessment, 19(1), 107. (Publisher: American Psychological Association). DOI: 10.1037/1040-3590.19.1.107
  20. 20Danielson, M. L., Bitsko, R. H., Holbrook, J. R., Charania, S. N., Claussen, A. H., McKeown, R. E., … Flory, K. (2021, June). Community-Based Prevalence of Externalizing and Internalizing Disorders among School-Aged Children and Adolescents in Four Geographically Dispersed School Districts in the United States. Child Psychiatry and Human Development, 52(3), 500514. (Place: United States). DOI: 10.1007/s10578-020-01027-z
  21. 21De Los Reyes, A., & Kazdin, A. E. (2005). Informant discrepancies in the assessment of childhood psychopathology: a critical review, theoretical framework, and recommendations for further study. Psychological Bulletin, 131(4), 483. (Publisher: American Psychological Association). DOI: 10.1037/0033-2909.131.4.483
  22. 22Dempster, A. P., Laird, N. M., & Rubin, D. B. (1977, September). Maximum Likelihood from Incomplete Data Via the EM Algorithm. Journal of the Royal Statistical Society: Series B (Methodological), 39(1), 122. Retrieved 2020-01-21, from http://doi.wiley.com/10.1111/j.2517-6161.1977.tb01600.x. DOI: 10.1111/j.2517-6161.1977.tb01600.x
  23. 23Fairchild, G., Hawes, D. J., Frick, P. J., Copeland, W. E., Odgers, C. L., Franke, B., … De Brito, S. A. (2019). Conduct disorder. Nature Reviews Disease Primers, 5(1), 43. (Publisher: Nature Publishing Group UK London). DOI: 10.1038/s41572-019-0095-y
  24. 24Ferguson, T. S. (1973). A Bayesian analysis of some nonparametric problems. The annals of statistics, 209230. (Publisher: JSTOR). DOI: 10.1214/aos/1176342360
  25. 25Garavan, H., Bartsch, H., Conway, K., Decastro, A., Goldstein, R., Heeringa, S., … Zahs, D. (2018). Recruiting the ABCD sample: Design considerations and procedures. Developmental Cognitive Neuroscience, 32, 1622. (Publisher: Elsevier). DOI: 10.1016/j.dcn.2018.04.004
  26. 26Green, D. M., & Swets, J. A. (1966). Signal Detection Theory and Psychophysics. Wiley New York.
  27. 27Harden, K. P., Patterson, M. W., Briley, D. A., Engelhardt, L. E., Kretsch, N., Mann, F. D., … Tucker-Drob, E. M. (2015). Developmental changes in genetic and environmental influences on rule-breaking and aggression: age and pubertal development. Journal of Child Psychology and Psychiatry, 56(12), 13701379. (Publisher: Wiley Online Library). DOI: 10.1111/jcpp.12419
  28. 28Honrath, P., Kohls, G., Moore, T. M., Dogan, I., Gur, R. C., Habel, U., … Gur, R. E. (2021). Investigating neurocognitive functioning in youths with externalizing disorders from the Philadelphia Neurodevelopmental Cohort. Journal of Adolescent Health, 69(1), 100107. (Publisher: Elsevier). DOI: 10.1016/j.jadohealth.2020.10.029
  29. 29Hutchinson, G. (1963, October). Partitioning algorithms for finite sets. Communications of the ACM, 6(10), 613614. Retrieved 2023-12-12, from https://dl.acm.org/doi/10.1145/367651.367661. DOI: 10.1145/367651.367661
  30. 30Ishwaran, H., & James, L. F. (2001). Gibbs sampling methods for stick-breaking priors. Journal of the American Statistical Association, 96(453), 161173. (Publisher: Taylor & Francis). DOI: 10.1198/016214501750332758
  31. 31Jefferys, W. H., & Berger, J. O. (1992). Ockham’s Razor and Bayesian Analysis. American Scientist, 80(1), 6472.
  32. 32Jernigan, T. L., Brown, S. A., & Dowling, G. J. (2018). The Adolescent Brain Cognitive Development Study. Journal of Research on Adolescence, 28(1), 154. (Publisher: NIH Public Access). DOI: 10.1111/jora.12374
  33. 33Johnson, S. L., Elliott, M. V., & Carver, C. S. (2020, February). Impulsive Responses to Positive and Negative Emotions: Parallel Neurocognitive Correlates and Their Implications. Biological Psychiatry, 87(4), 338349. Retrieved 2023-10-18, from https://linkinghub.elsevier.com/retrieve/pii/S0006322319316312. DOI: 10.1016/j.biopsych.2019.08.018
  34. 34Johnson, S. L., Tharp, J. A., Peckham, A. D., Sanchez, A. H., & Carver, C. S. (2016, August). Positive urgency is related to difficulty inhibiting prepotent responses. Emotion, 16(5), 750759. Retrieved 2023-10-18, from http://doi.apa.org/getdoi.cfm?doi=10.1037/emo0000182. DOI: 10.1037/emo0000182
  35. 35Kass, R. E., & Raftery, A. E. (1995). Bayes factors. Journal of the American Statistical Association, 90(430), 773795. (Publisher: Taylor & Francis). DOI: 10.1080/01621459.1995.10476572
  36. 36Langeheine, R., Pannekoek, J., & Van de Pol, F. (1996). Bootstrapping goodness-of-fit measures in categorical data analysis. Sociological Methods & Research, 24(4), 492516. (Publisher: SAGE PERIODICALS PRESS). DOI: 10.1177/0049124196024004004
  37. 37Li, Y., Lord-Bessen, J., Shiyko, M., & Loeb, R. (2018). Bayesian latent class analysis tutorial. Multivariate Behavioral Research, 53(3), 430451. (Publisher: Taylor & Francis). DOI: 10.1080/00273171.2018.1428892
  38. 38Littlefield, A. K., Stevens, A. K., Ellingson, J. M., King, K. M., & Jackson, K. M. (2016). Changes in negative urgency, positive urgency, and sensation seeking across adolescence. Personality and Individual Differences, 90, 332337. (Publisher: Elsevier). DOI: 10.1016/j.paid.2015.11.024
  39. 39Logan, G. D. (1994). On the ability to inhibit thought and action: A users’ guide to the stop signal paradigm. (Publisher: Academic Press). DOI: 10.1016/j.dcn.2018.02.006
  40. 40Luciana, M., Bjork, J., Nagel, B., Barch, D., Gonzalez, R., Nixon, S., & Banich, M. (2018, August). Adolescent neurocognitive development and impacts of substance use: Overview of the adolescent brain cognitive development (ABCD) baseline neurocognition battery. Developmental Cognitive Neuroscience, 32, 6779. Retrieved 2023-03-09, from https://linkinghub.elsevier.com/retrieve/pii/S1878929317302384. DOI: 10.1016/j.dcn.2018.02.006
  41. 41Moffitt, T. E. (1993, October). Adolescence-limited and life-course-persistent antisocial behavior: a developmental taxonomy. Psychological Review, 100(4), 674701. (Place: United States). DOI: 10.1037//0033-295X.100.4.674
  42. 42Morey, R. D., & Rouder, J. N. (2022). BayesFactor: Computation of Bayes Factors for Common Designs. Retrieved from https://CRAN.R-project.org/package=BayesFactor.
  43. 43Ogilvie, J. M., Stewart, A. L., Chan, R. C. K., & Shum, D. H. K. (2011, November). Neuropsychological Measures of Executive Function and Antisocial Behavior: a Meta-Analysis. Criminology, 49(4), 10631107. Retrieved 2023-09-27, from https://onlinelibrary.wiley.com/doi/10.1111/j.1745-9125.2011.00252.x. DOI: 10.1111/j.1745-9125.2011.00252.x
  44. 44Petersen, I. T., & LeBeau, B. (2021). Language ability in the development of externalizing behavior problems in childhood. Journal of Educational Psychology, 113(1), 68. (Publisher: American Psychological Association). DOI: 10.1037/edu0000461
  45. 45Qiu, M., Paganin, S., Ohn, I., & Lin, L. (2023). Bayesian nonparametric latent class analysis for different item types. Multivariate Behavioral Research, 58(1), 156157. (Publisher: Taylor & Francis). DOI: 10.1080/00273171.2022.2160958
  46. 46Rosenberg, J. M., Beymer, P. N., Anderson, D. J., Van Lissa, C., & Schmidt, J. A. (2019). tidyLPA: An R package to easily carry out latent profile analysis (LPA) using open-source or commercial software. Journal of Open Source Software, 3(30), 978. DOI: 10.21105/joss.00978
  47. 47Rouder, J. N., Morey, R. D., Speckman, P. L., & Province, J. M. (2012, October). Default Bayes factors for ANOVA designs. Journal of Mathematical Psychology, 56(5), 356374. Retrieved 2023-07-07, from https://linkinghub.elsevier.com/retrieve/pii/S0022249612000806. DOI: 10.1016/j.jmp.2012.08.001
  48. 48Ruiz, S. G., Brazil, I. A., & Baskin-Sommers, A. (2023). Distinct neurocognitive fingerprints reflect differential associations with risky and impulsive behavior in a neurotypical sample. Scientific Reports, 13(1), 11782. (Publisher: Nature Publishing Group UK London). DOI: 10.1038/s41598-023-38991-0
  49. 49Schwarz, G. (1978). Estimating the dimension of a model. The Annals of Statistics, 461464. (Publisher: JSTOR). DOI: 10.1214/aos/1176344136
  50. 50Scrucca, L., Fraley, C., Murphy, T. B., & Raftery, A. E. (2023). Model-Based Clustering, Classification, and Density Estimation Using mclust in R. Chapman and Hall/CRC. Retrieved from https://mclust-org.github.io/book/. DOI: 10.1201/9781003277965
  51. 51Shepherd, J., & Farrington, D. (2003, April). The impact of antisocial lifestyle on health. BMJ (Clinical research ed.), 326(7394), 834835. (Place: England). DOI: 10.1136/bmj.326.7394.834
  52. 52Stautz, K., & Cooper, A. (2013). Impulsivity-related personality traits and adolescent alcohol use: A meta-analytic review. Clinical Psychology Review, 33(4), 574592. (Publisher: Elsevier). DOI: 10.1016/j.cpr.2013.03.003
  53. 53Strauss, E., Sherman, E. M., & Spreen, O. (2006). A compendium of neuropsychological tests: Administration, norms, and commentary. New York, NY: Oxford University Press.
  54. 54Taylor, B. K., Frenzel, M. R., Eastman, J. A., Wiesman, A. I., Wang, Y.-P., Calhoun, V. D., … Wilson, T. W. (2022). Reliability of the NIH toolbox cognitive battery in children and adolescents: a 3-year longitudinal examination. Psychological Medicine, 52(9), 17181727. (Publisher: Cambridge University Press). DOI: 10.1017/S0033291720003487
  55. 55Tein, J.-Y., Coxe, S., & Cham, H. (2013, October). Statistical Power to Detect the Correct Number of Classes in Latent Profile Analysis. Structural Equation Modeling: A Multidisciplinary Journal, 20(4), 640657. Retrieved 2024-04-16, from http://www.tandfonline.com/doi/abs/10.1080/10705511.2013.824781. DOI: 10.1080/10705511.2013.824781
  56. 56Thompson, W. K., Barch, D. M., Bjork, J. M., Gonzalez, R., Nagel, B. J., Nixon, S. J., & Luciana, M. (2019, April). The structure of cognition in 9 and 10 year-old children and associations with problem behaviors: Findings from the ABCD study’s baseline neurocognitive battery. Developmental Cognitive Neuroscience, 36, 100606. Retrieved 2023-09-27, from https://linkinghub.elsevier.com/retrieve/pii/S1878929318301622. DOI: 10.1016/j.dcn.2018.12.004
  57. 57Timmermans, M., van Lier, P. A. C., & Koot, H. M. (2008, April). Which forms of child/adolescent externalizing behaviors account for late adolescent risky sexual behavior and substance use? Journal of child Psychology and Psychiatry, 49(4), 386394. (Place: England). DOI: 10.1111/j.1469-7610.2007.01842.x
  58. 58Van der Ende, J., Verhulst, F. C., & Tiemeier, H. (2016, August). The bidirectional pathways between internalizing and externalizing problems and academic performance from 6 to 18 years. Development and Psychopathology, 28(3), 855867. (Place: United States). DOI: 10.1017/S0954579416000353
  59. 59Van de Schoot, R., Depaoli, S., King, R., Kramer, B., Märtens, K., Tadesse, M. G., … others. (2021). Bayesian statistics and modelling. Nature Reviews: Methods Primers, 1(1), 1. (Publisher: Nature Publishing Group UK London). DOI: 10.1038/s43586-020-00001-2
  60. 60Van Goozen, S. H., Langley, K., & Hobson, C. W. (2022). Childhood antisocial behavior: A neurodevelopmental problem. Annual Review of Psychology, 73, 353377. (Publisher: Annual Reviews). DOI: 10.1146/annurev-psych-052621-045243
  61. 61Wang, M.-C., Deng, Q., Bi, X., Ye, H., & Yang, W. (2017). Performance of the entropy as an index of classification accuracy in latent profile analysis: A Monte Carlo simulation study. Acta Psychologica Sinica. (Publisher: Science Press). DOI: 10.3724/SP.J.1041.2017.01473
  62. 62Wendt, L. P., Wright, A. G. C., Pilkonis, P. A., Nolte, T., Fonagy, P., Montague, P. R., … Zimmermann, J. (2019, November). The latent structure of interpersonal problems: Validity of dimensional, categorical, and hybrid models. Journal of Abnormal Psychology, 128(8), 823839. Retrieved 2023-11-28, from http://doi.apa.org/getdoi.cfm?doi=10.1037/abn0000460. DOI: 10.1037/abn0000460
  63. 63White, A., & Murphy, T. B. (2014). BayesLCA: An R package for Bayesian latent class analysis. Journal of Statistical Software, 61, 128. DOI: 10.18637/jss.v061.i13
  64. 64Whiteside, S. P., Lynam, D. R., Miller, J. D., & Reynolds, S. K. (2005). Validation of the UPPS impulsive behaviour scale: a four-factor model of impulsivity. European Journal of Personality, 19(7), 559574. (Publisher: SAGE Publications Sage UK: London, England). DOI: 10.1002/per.556
  65. 65Yang, Y., Shields, G. S., Zhang, Y., Wu, H., Chen, H., & Romer, A. L. (2022, November). Child executive function and future externalizing and internalizing problems: A meta-analysis of prospective longitudinal studies. Clinical Psychology Review, 97, 102194. Retrieved 2023-09-27, from https://linkinghub.elsevier.com/retrieve/pii/S0272735822000794. DOI: 10.1016/j.cpr.2022.102194
  66. 66Young, E. S., Frankenhuis, W. E., DelPriore, D. J., & Ellis, B. J. (2022). Hidden talents in context: Cognitive performance with abstract versus ecological stimuli among adversity-exposed youth. Child Development, 93(5), 14931510. (Publisher: Wiley Online Library). DOI: 10.1111/cdev.13766
  67. 67Zelazo, P. D. (2020). Executive function and psychopathology: A neurodevelopmental perspective. Annual Review of Clinical Psychology, 16, 431454. (Publisher: Annual Reviews). DOI: 10.1146/annurev-clinpsy-072319-024242
DOI: https://doi.org/10.5334/cpsy.112 | Journal eISSN: 2379-6227
Language: English
Submitted on: Jan 11, 2024
Accepted on: Jun 26, 2024
Published on: Jul 26, 2024
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2024 Sam Paskewitz, Inti A. Brazil, Ilker Yildirim, Sonia Ruiz, Arielle Baskin-Sommers, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.