Literature DB >> 30613853

Ensuring Causal, Not Casual, Inference.

Rashelle J Musci1, Elizabeth Stuart2.   

Abstract

With innovation in causal inference methods and a rise in non-experimental data availability, a growing number of prevention researchers and advocates are thinking about causal inference. In this commentary, we discuss the current state of science as it relates to causal inference in prevention research, and reflect on key assumptions of these methods. We review challenges associated with the use of causal inference methodology, as well as considerations for hoping to integrate causal inference methods into their research. In short, this commentary addresses the key concepts of causal inference and suggests a greater emphasis on thoughtfully designed studies (to avoid the need for strong and potentially untestable assumptions) combined with analyses of sensitivity to those assumptions.

Entities:  

Keywords:  Assumptions; Causal inference; Mediation; Randomized controlled trials

Year:  2019        PMID: 30613853      PMCID: PMC6760252          DOI: 10.1007/s11121-018-0971-9

Source DB:  PubMed          Journal:  Prev Sci        ISSN: 1389-4986


  13 in total

Review 1.  Mediators and moderators of treatment effects in randomized clinical trials.

Authors:  Helena Chmura Kraemer; G Terence Wilson; Christopher G Fairburn; W Stewart Agras
Journal:  Arch Gen Psychiatry       Date:  2002-10

2.  Does obesity shorten life? The importance of well-defined interventions to answer causal questions.

Authors:  M A Hernán; S L Taubman
Journal:  Int J Obes (Lond)       Date:  2008-08       Impact factor: 5.095

3.  Alternatives to the randomized controlled trial.

Authors:  Stephen G West; Naihua Duan; Willo Pequegnat; Paul Gaist; Don C Des Jarlais; David Holtgrave; José Szapocznik; Martin Fishbein; Bruce Rapkin; Michael Clatts; Patricia Dolan Mullen
Journal:  Am J Public Health       Date:  2008-06-12       Impact factor: 9.308

4.  Sensitivity Analysis in Observational Research: Introducing the E-Value.

Authors:  Tyler J VanderWeele; Peng Ding
Journal:  Ann Intern Med       Date:  2017-07-11       Impact factor: 25.391

5.  Sample Size Planning for Cluster-Randomized Interventions Probing Multilevel Mediation.

Authors:  Ben Kelcey; Jessaca Spybrook; Nianbo Dong
Journal:  Prev Sci       Date:  2019-04

6.  Invited commentary: structural equation models and epidemiologic analysis.

Authors:  Tyler J VanderWeele
Journal:  Am J Epidemiol       Date:  2012-09-06       Impact factor: 4.897

7.  Using Big Data to Emulate a Target Trial When a Randomized Trial Is Not Available.

Authors:  Miguel A Hernán; James M Robins
Journal:  Am J Epidemiol       Date:  2016-03-18       Impact factor: 4.897

8.  Inverse Propensity Score Weighting with a Latent Class Exposure: Estimating the Causal Effect of Reported Reasons for Alcohol Use on Problem Alcohol Use 16 Years Later.

Authors:  Bethany C Bray; John J Dziak; Megan E Patrick; Stephanie T Lanza
Journal:  Prev Sci       Date:  2019-04

9.  An introduction to sensitivity analysis for unobserved confounding in nonexperimental prevention research.

Authors:  Weiwei Liu; S Janet Kuramoto; Elizabeth A Stuart
Journal:  Prev Sci       Date:  2013-12

10.  ADDRESSING CONFOUNDING WHEN ESTIMATING THE EFFECTS OF LATENT CLASSES ON A DISTAL OUTCOME.

Authors:  Megan S Schuler; Jeannie-Marie S Leoutsakos; Elizabeth A Stuart
Journal:  Health Serv Outcomes Res Methodol       Date:  2014-12
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  4 in total

1.  Advances in Statistical Methods for Causal Inference in Prevention Science: Introduction to the Special Section.

Authors:  Wolfgang Wiedermann; Nianbo Dong; Alexander von Eye
Journal:  Prev Sci       Date:  2019-04

2.  Is the Way Forward to Step Back? Documenting the Frequency With Which Study Goals Are Misaligned With Study Methods and Interpretations in the Epidemiologic Literature.

Authors:  Katrina L Kezios
Journal:  Epidemiol Rev       Date:  2022-01-14       Impact factor: 4.280

3.  A Unification of Mediator, Confounder, and Collider Effects.

Authors:  David P MacKinnon; Sophia J Lamp
Journal:  Prev Sci       Date:  2021-06-23

4.  Re-envisioning, Retooling, and Rebuilding Prevention Science Methods to Address Structural and Systemic Racism and Promote Health Equity.

Authors:  Velma McBride Murry; Cory Bradley; Gracelyn Cruden; C Hendricks Brown; George W Howe; Martín-Josè Sepùlveda; William Beardslee; Nanette Hannah; Donald Warne
Journal:  Prev Sci       Date:  2022-10-12
  4 in total

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