Los modelos bifactor vs. los modelos factoriales mixtos en la estructura factorial del TDAH

  1. Frutos de Miguel, Jonatan 1
  1. 1 Universidad de Valladolid, España
Journal:
Anuario de psicología

ISSN: 0066-5126

Year of publication: 2019

Volume: 49

Issue: 2

Pages: 113-125

Type: Article

More publications in: Anuario de psicología

Abstract

In the last decade, the bifactor model of Attention Deficit Hyperactivity Disorder (ADHD) has been widely investigated. This model consists of a general dimension of ADHD and two specific factors (inattention and hyperactivity / impulsivity). On the other hand, mixed factor models (FMM) have also begun to be implemented in the study of the structure of ADHD due to the possibility of combining categorical and continuous variables that facilitate the study of the latent reality of the disorder. The aim of the present work was to describe and analyse the research published in the last ten years (from 2008 to 2018) that were based on bifactor models and mixed factor models (FMM) for the analysis of the structure of ADHD. Given that, to date, there is no consistent evidence on an optimal model of the disorder in children and adolescents. For this, an exhaustive review based on a bibliographic search was presented, where the publications of scientific journals referring to the objective of the work were analysed. The studies conclude that the bifactor is superior to the traditional model of two correlated factors, according to the adjustment obtained by factor analysis, while the mixed factorial model of ADHD of two factors and two classes has shown a better adjustment than most of the bifactor models.

Bibliographic References

  • APA. Asociación Psiquiátrica Americana. (1980). Manual Diagnóstico y Estadístico de los Trastornos Mentales, DSM-III (3.ª ed.). Barcelona: Elservier Masson (1983, versión española).
  • APA. Asociación Psiquiátrica Americana. (2014). Manual Diagnóstico y Estadístico de los Trastornos Mentales, DSM-V (5.ª ed.). Buenos Aires: Editorial Médica Panamericana.
  • Arias, V. B., Ponce, F. P., Molina, A., Arias, B. y Núñez, D. (2016). General and Specific Attention-Deficit/Hyperactivity Disorder Factors of Children 4 to 6 Years of Age: An Exploratory Structural Equation Modeling Approach to Assessing Symptom Multidimensionality. Journal of Abnormal Psychology, 125(1), 125-137. DOI: 10.1037/abn0000115
  • Arias, V. B., Ponce, F. P. y Núñez, D. (2016). Bifactor Models of Attention-Deficit/Hyperactivity Disorder (ADHD): An Evaluation of Three Necessary but Underused Psychometric Indexes. Assessment, 20(1), 1-13. DOI: 10.1177/1073191116679260
  • Barkley, R. A. (2014). Sluggish Cognitive Tempo (Concentration Deficit Disorder?): Current Status, Future Directions, and a Plea to Change the Name. Journal of Abnormal Child Psychology, 42(1), 117-125. DOI: 10.1007/s10802-013-9824
  • Becker, S. P., Luebbe, A. M. y Joyce, A. M. (2015). The Child Concentration Inventory (CCI): Initial Validation of a Child Self-Report Measure of Sluggish Cognitive Tempo. Psychological Assessment, 27(3), 1037-1052. DOI: 10.1037/pas0000083
  • Bernad, M., Servera, M., Becker, S. P. y Burns, G. L. (2016). Sluggish Cognitive Tempo and ADHD Inattention as Predictors of Externalizing, Internalizing, and Impairment Domains: A 2-Year Longitudinal Study. Journal of Abnormal Child Psychology, 44(4), 771–785. DOI: 10.1007/s10802-015-0066-z
  • Burns, G. L., de Moura, M. A., Beauchaine, T. P. y McBurnett, K. (2014). Bifactor Latent Structure of ADHD/ODD Symptoms: Predictions of Dual Pathway/Trait-Impulsivity Etiological Models of ADHD. Journal of Child Psychology and Psychiatry, and Allied Disciplines, 55(4), 393-401.
  • Caci, H. M., Morin, A. J. y Tran, A. (2013). Teacher Ratings of the ADHD-RS IV in a Community Sample: Results from the ChiPARD Study. Journal of Attention Disorders, 20(5), 434-444. DOI: 10.1177/1087054712473834
  • Castellanos-Ryan, N., Brière, F. N., O’Leary-Barrett, M., Banaschewski, T., Bokde, A., … e IMAGEN Consortium. (2016). The Structure of Psychopathology in Adolescence and its Common Personality and Cognitive Correlates. Journal of Abnormal Psychology, 125(8), 1039-1052. DOI: 10.1037/abn0000193
  • Chen, F. F., Hayes, A., Carver, C. S., Laurenceau, J. y Zhang, Z. (2012). Modeling General and Specific Variance in Multifaceted Constructs: A Comparison of the Bifactor Model to Other Approaches. Journal of Personality, 80(1), 219-251. DOI: 10.1111/j.1467-6494.2011.00739.x
  • Clark, S. L., Muthén, B., Kaprio, J., D’Onofrio, B. M., Viken, R. y Rose, R. J. (2013). Models and Strategies for Factor Mixture Analysis: An Example Concerning the Structure Underlying Psychological Disorders. Structural Equation Modeling: A multidisciplinary journal, 20(4), 681-703. DOI: 10.1080/10705511.2013.824786
  • DuPaul, G. J., Reid, R., Anastopoulos, A. D., Lambert, M. C., Watkins, M. W. y Power, T. J. (2015). Parent and Teacher Ratings of Attention-Deficit/Hyperactivity Disorder Symptoms: Factor Structure and Normative Data. Psychological Assessment, 28(2), 214-225. DOI: 10.1037/pas0000166
  • Frazier, T. W., Youngstrom, E. A. y Naugle, R. I. (2007). The Latent Structure of Attention-Deficit/Hyperactivity Disorder in a Clinic-referred Sample. Neuropsychology, 21(1), 4564. DOI: 10.1037/0894-4105.21.1.45
  • Garner, A. A., Peugh, J., Becker, S. P., Kingery, K. M., Tamm, L., Vaughn, A.J., … y Epstein, J. N. (2014). Does Sluggish Cognitive Tempo Fit within a Bifactor Model of ADHD? Journal of Attention Disorders, 21(8), 642-654. DOI: 10.1177/1087054714539995 Gibbins, C., Toplak, M. E., Flora, D. B., Weiss, M. D. y Tannock, R. (2012). Evidence for a General Factor Model of ADHD in Adults. Journal of Attention Disorders, 16(8), 635–644. DOI: 10.1177/1087054711416310
  • Gomez, R. (2014). ADHD Bifactor Model Based on Parent and Teacher Ratings of Malaysian Children. Asian Journal of Psychiatry, 8(1), 47-51.DOI: 10.1016/j.ajp.2013.10.009
  • Gomez, R., Kyriakides, C. y Devlin, E. (2014). Attention Deficit/HyperactivityDisorder Symptoms in an Adult Sample: Associations with Rothbart’s Temperament Dimensions. Personality and Individual Differences, 60(1), 73-78.
  • Gomez, R., Vance, A. y Gomez, R. M. (2013). Validity of the ADHD Bifactor Model in General Community Samples of Adolescents and Adults, and a Clinic-referred Sample of Children and Adolescents. Journal of Attention Disorders, 22(14), 1307-1319. DOI: 10.1177/1087054713480034
  • Gomez, R., Vance, A. y Gomez, R. M. (2016). Maternal Ratings of the ADHD Symptoms: Subtypes versus Severity in Clinic-referred Children and Adolescents. Journal of Attention Disorders, 20(5), 414-423. DOI: 10.1177/1087054713514606
  • Gomez, R., Vance, A. y Stavropoulos, V. (2018). Test-Retest Measurement Invariance of Clinic Referred Children’s ADHD Symptoms. Journal of Psychopathology and Behavioral Assessment, 40(2), 194-205. DOI: 10.1007/s10862-017-9636-4
  • Haslam, N., Williams, B., Prior, M., Haslam, R., Graetz, B. y Sawyer, M. (2006). The Latent Structure of Attention-Deficit/Hyperactivity Disorder: A Taxometric Analysis. Australian and New Zealand Journal of Psychiatry, 40(8), 639-647. DOI: 10.1080/j.1440-1614.2006.01863.x
  • Lee, S., Burns, G. L., Beauchaine, T. P. y Becker, S. P. (2015). Bifactor Latent Structure of Attention-Deficit/Hyperactivity Disorder (ADHD)/Oppositional Defiant Disorder (ODD) Symptoms and First-order Latent Structure of Sluggish Cognitive Tempo Symptoms. Psychological Assessment, 28(8), 917-928. DOI: 10.1037/pas0000232
  • Li, J. J., Reise, S. P., Chronis-Tuscano, A., Mikami, A. Y. y Lee, S. S. (2015). Item Response Theory Analysis of ADHD Symptoms in Children with and without ADHD. Assessment, 23(6), 655-671. DOI: 10.1177/1073191115591595
  • Lubke, G. H., Hudziak, J. J., Derks, E. M., van Bijsterveldt, T. C. y Boomsma, D. I. (2009). Maternal Ratings of Attention Problems in ADHD: Evidence for the Existence of a Continuum. Journal of the American Academy of Child and adolescent Psychiatry, 48(11), 1085-1093. DOI: 10.1097/CHI.0b013e3181ba3dbb
  • Lubke, G. H., Muthen, B., Moilanen, I. K., McGough, J. J., Loo, … y Smalley, S. L. (2007). Subtypes versus Severity Differences in Attention Deficit/Hyperactivity Disorder in the Northern Finnish Birth Cohort. Journal of the American Academy of Child & Adolescent Psychiatry, 46(12), 15841593. DOI: 10.1097/chi.0b013e31815750dd
  • Lubke, G. y Tueller, S. (2010). Latent Class Detection and Class Assignment: A Comparison of the MAXEIG Taxometric Procedure and Factor Mixture Modeling Approaches. Structural Equation Modeling: A Multidisciplinary Journal, 17(4), 605–628. DOI: 10.1080/10705511.2010.510050
  • Marcus, D. K. y Barry, T. D. (2011). Does Attention-Deficit/ Hyperactivity Disorder Have a Dimensional Latent Structure? A Taxometric Analysis. Journal of Abnormal Psychology, 120(2), 427-442. DOI: 10.1037/a0021405
  • Marsh, H. W., Morin, A. J., Parker, P. D. y Kaur, G. (2014). Exploratory Structural Equation Modeling: An Integration of the Best Features of Exploratory and Confirmatory Factor Analysis. Annual Review of Clinical Psychology, 10, 85–110. DOI: 10.1146/annurev-clinpsy-032813-153700
  • Martel, M. M., Gremillion, M., Roberts, B., von Eye, A. y Nigg, J. T. (2010). The Structure of Childhood Disruptive Behaviours. Psychological Assessment, 22(4), 816-826. DOI: 10.1037/a0020975 Martel, M. M., von Eye, A. y Nigg, J. T. (2010). Revisiting the Latent Structure of ADHD: Is There a “g” Factor? Journal of Child Psychology and Psychiatry, and Allied Disciplines, 51(8), 905-914. DOI: 10.1111/j.1469-7610.2010.02232.x
  • Martel, M. M., von Eye, A. y Nigg, J. T. (2012). Developmental Differences in Structure of Attention-Deficit/Hyperactivity Disorder (ADHD) between Childhood and Adulthood. International Journal of Behavioral Development, 36(4), 279-292. DOI: 10.1177/0165025412444077
  • Matte, B., Anselmi, L., Salum, G. A., Kieling, C., Gonçalves, H., . . . y Rohde, L. A. (2015). ADHD in DSM–5: A Field
  • Trial in a Large, Representative Sample of 18to 19-Yearold Adults. Psychological Medicine, 45, 361-373. DOI: 10.1017/S0033291714001470
  • Meehl, P. E. (1992). Factors and Taxa, Traits and Types, Differences of Degree and Differences in Kind. Journal of Personality, 60(1), 117-174. DOI: 10.1111/j.1467-6494.1992. tb00269.x
  • Morin, A., Arens, K. y Marsh, H. (2016). A Bifactor Exploratory Structural Equation Modeling Framework for the Identification of Distinct Sources of Construct Relevant Psychometric Multidimensionality. Structural Equation Modeling: A Multidisciplinary Journal, 23(1), 116-138. DOI: 10.1080/10705511.2014.961800
  • Morin, A. J., Tran, A. y Caci, H. (2013). Factorial Validity of the ADHD Adult Symptom Rating Scale in a French Community Sample: Results from the ChiP-ARD Study. Journal of Attention Disorders, 20(6), 530-541. DOI: 10.1177/1087054713488825 Muthén, B. (2006). Should Substance Use Disorders Be Considered as Categorical or Dimensional? Addiction, 101(Suppl. 1), 6-16. DOI: 10.1111/j.1360-0443.2006.01583.x
  • Muthén, B. y Shedden, K. (1999). Finite Mixture Modeling with Mixture Outcomes Using the EM Algorithm. Biometrics, 55(2), 463-469.
  • Nichols, J. Q. V. A., Shoulberg, E. K., Garner, A. A., Hoza, B., Burt, K. B., … y Arnold, L. E. (2017). Exploration of the Factor Structure of ADHD in Adolescence through Self, Parent, and Teacher Reports of Symptomatology. Journal of Abnormal Child Psychology, 45(3), 625-641. DOI: 10.1007/s10802-016-0183-3
  • Ogg, J. A., Bateman, L., Dedrick, R. F. y Suldo, S. M. (2014). The Relationship between Life Satisfaction and ADHD Symptoms in Middle School Students: Using a Bifactor Model. Journal of Attention Disorders, 20(5), 390-399. DOI: 10.1177/1087054714521292
  • OMS. Organización Mundial de la Salud. (1992). CIE-10. Trastornos mentales y del comportamiento. Descripciones clínicas y pautas para el diagnóstico. Madrid: Meditor.
  • Ranby, K. W., Boynton, M. H., Kollins, S. H., McClernon, F. J., Yang, C. M. y Fuemmeler, B. F. (2012). Understanding the Phenotypic Structure of Adult Retrospective ADHD Symptoms during Childhood in the United States. Journal of Clinical Child & Adolescent Psychology, 41(3), 261-274. DOI: 10.1080/15374416.2012.654465
  • Reise, S. P. (2012). The Rediscovery of Bifactor Measurement Models. Multivariate Behavioral Research, 47(5), 667-696. DOI: 10.1080/00273171.2012.715555
  • Rodenacker, K., Hautmann, C., Görtz-Dorten, A. y Döpfner, M. (2016). Bifactor Models Show a Superior Model Fit: Examination of the Factorial Validity of Parent-Reported and Self-Reported Symptoms of Attention-Deficit/Hyperactivity Disorders in Children and Adolescents. Psychopathology, 49(1), 31-39. DOI: 10.1159/000442295
  • Rodenacker, K., Hautmann, C., Görtz-Dorten, A. y Döpfner, M. (2017). The Factor Structure of ADHD – Different Models, Analyses and Informants in a Bifactor Framework. Journal of Psychopathology and Behavioral Assessment, 39(1), 92-102. DOI: 10.1007/s10862-016-9565-7
  • Smith, Z. R. y Langberg, J. M. (2017). Predicting Academic Impairment and Internalizing Psychopathology Using a Multidimensional Framework of Sluggish Cognitive Tempo with Parentand Adolescent Reports. European Child & Adolescent Psychiatry, 26(9), 1141-1150. DOI: 10.1007/s00787-017-1003-1
  • Smith, L. C., Tamm, L., Hughes, C. W. y Bernstein, I. H. (2013). Separate and Overlapping Relationships of Inattention and Hyperactivity/Impulsivity in Children and Adolescents with Attention-Deficit/Hyperactivity Disorder. Attention Deficit and Hyperactivity Disorders, 5(1), 9-20. DOI: 10.1007/s12402-012-0091-5
  • Toplak, M. E., Pitch, A., Flora, D. B., Iwenofu, L., Ghelani, K., … y Tannock, R. (2009). The Unity and Diversity of Inattention and Hyperactivity/Impulsivity in ADHD: Evidence for a General Factor with Separable Dimensions. Journal of Abnormal Child Psychology, 37(8), 1137-1150. DOI: 10.1007/s10802-009-9336-y
  • Ullebø, A. K., Breivik, K., Gillberg, C., Lundervold, A. J. y Posserud, M. B. (2012). The Factor Structure of ADHD in a General Population of Primary School Children. Journal of Child Psychology and Psychiatry, 53(9), 927-936. DOI: 10.1111/j.1469-7610.2012.02549.x
  • Wagner, F., Martel, M., Cogo-Moreira, H., Maia, C., Pan, P. M., … y Salum, G. A. (2016). Attention-Deficit/Hyperactivity Disorder Dimensionality: the Reliable ‘G’ and the Elusive ‘S’ dimensions. European Child & Adolescent Psychiatry, 25(1), 83-90. DOI: 10.1007/s00787-015-0709-1
  • Willcutt, E. G., Nigg, J. T., Pennington, B. F., Solano, M. V., Rohde, L. A., ... y Lahey, B. B. (2012). Validity of DSMIV Attention Deficit/Hyperactivity Disorder Symptom Dimensions and Subtypes. Journal of abnormal psychology, 121(4), 991-1010. DOI: 10.1037/a0027347
  • Willoughby, M. T., Blanton, Z. E. y The Family Life Project Investigators (2015). Replication and External Validation of a Bifactor Parameterization of Attention Deficit/Hyperactivity Symptomatology. Journal of Clinical Child & Adolescent Psychology, 44(1), 68-79. DOI: 10.1080/15374416.2013.850702