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Erschienen in: Prevention Science 3/2011

01.09.2011

The Developmental Impact of Two First Grade Preventive Interventions on Aggressive/Disruptive Behavior in Childhood and Adolescence: An Application of Latent Transition Growth Mixture Modeling

verfasst von: Hanno Petras, Katherine Masyn, Nick Ialongo

Erschienen in: Prevention Science | Ausgabe 3/2011

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Abstract

We examine the impact of two universal preventive interventions in first grade on the growth of aggressive/disruptive behavior in grades 1–3 and 6–12 through the application of a latent transition growth mixture model (LT-GMM). Both the classroom-centered and family-centered interventions were designed to reduce the risk for later conduct problems by enhancing the child behavior management practices of teachers and parents, respectively. We first modeled growth trajectories in each of the two time periods with separate GMMs. We then associated latent trajectory classes of aggressive/disruptive behavior across the two time periods using a transition model for the corresponding latent class variables. Subsequently, we tested whether the interventions had direct effects on trajectory class membership in grades 1–3 and 6–12. For males, both the classroom-centered and family-centered interventions had significant direct effects on trajectory class membership in grades 6–12, whereas only the classroom-centered intervention had a significant effect on class membership in grades 1–3. Significant direct effects for females were confined to grades 1–3 for the classroom-centered intervention. Further analyses revealed that both the classroom-centered and family-centered intervention males were significantly more likely than control males to transition from the high trajectory class in grades 1–3 to a low class in grades 6–12. Effects for females in classroom-centered interventions went in the hypothesized direction but did not reach significance.
Fußnoten
1
In concert with the growing popularity of data-driven, group-based methods for studying developmental trajectories and evaluating preventive interventions have come active and spirited ontological discussions about the nature of trajectory groups as well as the statistical assumptions inherent in these methods (e.g., Bauer and Curran 2003, 2004; Muthén 2004; Nagin and Tremblay 2005; Petras and Masyn 2010). These discussions are ongoing and an in-depth consideration is beyond the scope of this paper.
 
2
These two centering decisions ensured that the two intercepts are adjacent across the two time segments. In a non-mixture setting, this offers the opportunity to investigate whether it is the end point of the first segment that influences growth in the second segment or whether the pattern of change in the first segment, apart from the end point, was related to growth in the second segment. Extending this idea to the mixture context, classes are now defined by heterogeneity in the end point and growth in the first segment predicts classes defined by heterogeneity in the start point and growth in the second segment.
 
3
In order to assess the differences in transitional probabilities of the two intervention groups in relation to the control group, we transformed the transitional probabilities into transitional probability ratios using the control group as the reference category. For example, the transitional probability ratio for males who transitioned from the high- to the low-aggression class in the classroom-centered intervention compared to the control group who show the same transition is 0.238/0.117 = 2.034.
 
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Metadaten
Titel
The Developmental Impact of Two First Grade Preventive Interventions on Aggressive/Disruptive Behavior in Childhood and Adolescence: An Application of Latent Transition Growth Mixture Modeling
verfasst von
Hanno Petras
Katherine Masyn
Nick Ialongo
Publikationsdatum
01.09.2011
Verlag
Springer US
Erschienen in
Prevention Science / Ausgabe 3/2011
Print ISSN: 1389-4986
Elektronische ISSN: 1573-6695
DOI
https://doi.org/10.1007/s11121-011-0216-7

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