Literature DB >> 24296470

Improving Our Ability to Evaluate Underlying Mechanisms of Behavioral Onset and Other Event Occurrence Outcomes: A Discrete-Time Survival Mediation Model.

Amanda J Fairchild1, Winston E Abara2, Amanda C Gottschall2, Jenn-Yun Tein3, Ronald J Prinz2.   

Abstract

The purpose of this article is to introduce and describe a statistical model that researchers can use to evaluate underlying mechanisms of behavioral onset and other event occurrence outcomes. Specifically, the article develops a framework for estimating mediation effects with outcomes measured in discrete-time epochs by integrating the statistical mediation model with discrete-time survival analysis. The methodology has the potential to help strengthen health research by targeting prevention and intervention work more effectively as well as by improving our understanding of discretized periods of risk. The model is applied to an existing longitudinal data set to demonstrate its use, and programming code is provided to facilitate its implementation.
© The Author(s) 2013.

Entities:  

Keywords:  discrete time; mediation; onset; substance use; survival analysis

Mesh:

Year:  2013        PMID: 24296470      PMCID: PMC4594798          DOI: 10.1177/0163278713512124

Source DB:  PubMed          Journal:  Eval Health Prof        ISSN: 0163-2787            Impact factor:   2.651


  30 in total

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2.  A general approach to causal mediation analysis.

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3.  Mediation analysis.

Authors:  David P MacKinnon; Amanda J Fairchild; Matthew S Fritz
Journal:  Annu Rev Psychol       Date:  2007       Impact factor: 24.137

4.  Bias in cross-sectional analyses of longitudinal mediation.

Authors:  Scott E Maxwell; David A Cole
Journal:  Psychol Methods       Date:  2007-03

5.  Distribution of the product confidence limits for the indirect effect: program PRODCLIN.

Authors:  David P MacKinnon; Matthew S Fritz; Jason Williams; Chondra M Lockwood
Journal:  Behav Res Methods       Date:  2007-08

6.  Direct and indirect effects in a survival context.

Authors:  Theis Lange; Jørgen V Hansen
Journal:  Epidemiology       Date:  2011-07       Impact factor: 4.822

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Authors:  Davood Tofighi; David P MacKinnon
Journal:  Behav Res Methods       Date:  2011-09

8.  Actual causes of death in the United States.

Authors:  J M McGinnis; W H Foege
Journal:  JAMA       Date:  1993-11-10       Impact factor: 56.272

9.  Discrete-Time Survival Factor Mixture Analysis for Low-Frequency Recurrent Event Histories.

Authors:  Katherine E Masyn
Journal:  Res Hum Dev       Date:  2009

10.  Tobacco and alcohol use as an explanation for the association between externalizing behavior and illicit drug use among delinquent adolescents.

Authors:  Amy Helstrom; Angela Bryan; Kent E Hutchison; Paula D Riggs; Elaine A Blechman
Journal:  Prev Sci       Date:  2004-12
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  6 in total

1.  Developmental considerations in survival models as applied to substance use research.

Authors:  Kristina M Jackson; Tim Janssen
Journal:  Addict Behav       Date:  2018-11-20       Impact factor: 3.913

2.  A Latent Variable Approach to Measuring Social Dynamics in Adolescence.

Authors:  Veronica T Cole; Andrea M Hussong; Robert W Faris; William A Rothenberg; Nisha C Gottfredson; Susan T Ennett
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3.  Risk and Protective Factors for Early Substance Use Initiation: A Longitudinal Study of Mexican-Origin Youth.

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Journal:  J Res Adolesc       Date:  2015-11-04

4.  Proportional exponentiated link transformed hazards (ELTH) models for discrete time survival data with application.

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5.  Do Early-Life Social, Behavioral, and Health Exposures Increase Later-Life Arthritis Incidence?

Authors:  Blakelee R Kemp; Kenneth F Ferraro; Patricia M Morton; Patricia A Thomas; Sarah A Mustillo; Eileen M Crimmins
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6.  Cumulative contextual risk at birth and adolescent substance initiation: Peer mediation tests.

Authors:  W Alex Mason; Irina Patwardhan; Gail L Smith; Mary B Chmelka; Jukka Savolainen; Stacy-Ann A January; Jouko Miettunen; Marjo-Riitta Järvelin
Journal:  Drug Alcohol Depend       Date:  2017-06-08       Impact factor: 4.492

  6 in total

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