Literature DB >> 25578307

Maximizing the Yield of Small Samples in Prevention Research: A Review of General Strategies and Best Practices.

Cameron R Hopkin1, Rick H Hoyle2, Nisha C Gottfredson3.   

Abstract

The goal of this manuscript is to describe strategies for maximizing the yield of data from small samples in prevention research. We begin by discussing what "small" means as a description of sample size in prevention research. We then present a series of practical strategies for getting the most out of data when sample size is small and constrained. Our focus is the prototypic between-group test for intervention effects; however, we touch on the circumstance in which intervention effects are qualified by one or more moderators. We conclude by highlighting the potential usefulness of graphical methods when sample size is too small for inferential statistical methods.

Entities:  

Keywords:  Graphical methods; Maximizing statistical power; Small samples

Mesh:

Year:  2015        PMID: 25578307      PMCID: PMC4500750          DOI: 10.1007/s11121-014-0542-7

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


  18 in total

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Authors:  Thomas R Kratochwill; Joel R Levin
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Review 2.  The multiple baseline design for evaluating population-based research.

Authors:  Nathan G Hawkins; Robert W Sanson-Fisher; Anthony Shakeshaft; Catherine D'Este; Lawrence W Green
Journal:  Am J Prev Med       Date:  2007-08       Impact factor: 5.043

3.  Predictors of retention in an alcohol, tobacco, and other drug prevention study.

Authors:  Debra Zand; Nicole Renick Thomson; Mary Dugan; James A Braun; Pat Holterman-Hommes; Patricia L Hunter
Journal:  Eval Rev       Date:  2006-04

Review 4.  Missing data analysis: making it work in the real world.

Authors:  John W Graham
Journal:  Annu Rev Psychol       Date:  2009       Impact factor: 24.137

5.  A power primer.

Authors:  J Cohen
Journal:  Psychol Bull       Date:  1992-07       Impact factor: 17.737

Review 6.  Seven ways to increase power without increasing N.

Authors:  W B Hansen; L M Collins
Journal:  NIDA Res Monogr       Date:  1994

7.  The multiphase optimization strategy for engineering effective tobacco use interventions.

Authors:  Linda M Collins; Timothy B Baker; Robin J Mermelstein; Megan E Piper; Douglas E Jorenby; Stevens S Smith; Bruce A Christiansen; Tanya R Schlam; Jessica W Cook; Michael C Fiore
Journal:  Ann Behav Med       Date:  2011-04

8.  Design of experiments with multiple independent variables: a resource management perspective on complete and reduced factorial designs.

Authors:  Linda M Collins; John J Dziak; Runze Li
Journal:  Psychol Methods       Date:  2009-09

Review 9.  Why IQ is not a covariate in cognitive studies of neurodevelopmental disorders.

Authors:  Maureen Dennis; David J Francis; Paul T Cirino; Russell Schachar; Marcia A Barnes; Jack M Fletcher
Journal:  J Int Neuropsychol Soc       Date:  2009-05       Impact factor: 2.892

10.  Integrative data analysis: the simultaneous analysis of multiple data sets.

Authors:  Patrick J Curran; Andrea M Hussong
Journal:  Psychol Methods       Date:  2009-06
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  8 in total

1.  Sample Size Considerations in Prevention Research Applications of Multilevel Modeling and Structural Equation Modeling.

Authors:  Rick H Hoyle; Nisha C Gottfredson
Journal:  Prev Sci       Date:  2015-10

2.  Using a Theory-Guided Learning Collaborative Model to Improve Implementation of EBPs in a State Children's Mental Health System: A Pilot Study.

Authors:  Erum Nadeem; Dara Weiss; S Serene Olin; Kimberly E Hoagwood; Sarah M Horwitz
Journal:  Adm Policy Ment Health       Date:  2016-11

3.  Multi-Level Cultural Intervention for the Prevention of Suicide and Alcohol Use Risk with Alaska Native Youth: a Nonrandomized Comparison of Treatment Intensity.

Authors:  James Allen; Stacy M Rasmus; Carlotta Ching Ting Fok; Billy Charles; David Henry
Journal:  Prev Sci       Date:  2018-02

4.  Depression Among Transgender Older Adults: General and Minority Stress.

Authors:  Charles P Hoy-Ellis; Karen I Fredriksen-Goldsen
Journal:  Am J Community Psychol       Date:  2017-03-29

5.  Dietary Factors, Time of the Week, Physical Fitness and Saliva Cortisol: Their Modulatory Effect on Mental Distress and Mood.

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Journal:  Int J Environ Res Public Health       Date:  2022-06-08       Impact factor: 4.614

6.  Recommendations for Cancer Epidemiologic Research in Understudied Populations and Implications for Future Needs.

Authors:  Damali N Martin; Tram Kim Lam; Katy Brignole; Kimlin T Ashing; William J Blot; Linda Burhansstipanov; Jarvis T Chen; Mark Dignan; Scarlett Lin Gomez; Maria Elena Martinez; Alicia Matthews; Julie R Palmer; Eliseo J Perez-Stable; Mario Schootman; Hugo Vilchis; Alexander Vu; Shobha Srinivasan
Journal:  Cancer Epidemiol Biomarkers Prev       Date:  2016-04       Impact factor: 4.254

7.  Why Small is Too Small a Term: Prevention Science for Health Disparities, Culturally Distinct Groups, and Community-Level Intervention.

Authors:  David Henry; Carlotta Ching Ting Fok; James Allen
Journal:  Prev Sci       Date:  2015-10

8.  Maybe Small Is Too Small a Term: Introduction to Advancing Small Sample Prevention Science.

Authors:  Carlotta Ching Ting Fok; David Henry; James Allen
Journal:  Prev Sci       Date:  2015-10
  8 in total

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