Cited by 210Behavioral Health and InterventionsAdvanced Causal Inference TechniquesPhysical Activity and Health

A commentary on current practice in mediating variable analyses in behavioural nutrition and physical activity

Open access
Cerin, Ester, MacKinnon, David P·2009·Public Health Nutrition

Abstract

Objective: To critique current practice in, and provide recommendations for, mediating variable analyses (MVA) of nutrition and physical activity behaviour change. Strategy: Theory-based behavioural nutrition and physical activity interventions aim at changing mediating variables that are hypothesized to be responsible for changes in the outcome of interest. MVA are useful because they help to identify the most promising theoretical approaches, mediators and intervention components for behaviour change. However, the current literature suggests that MVA are often inappropriately conducted, poorly understood and inadequately presented. Main problems encountered in the published literature are explained and suggestions for overcoming weaknesses of current practice are proposed. Conclusion: The use of the most appropriate, currently available methods of MVA, and a correct, comprehensive presentation and interpretation of their findings, is of paramount importance for understanding how obesity can be treated and prevented.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1017/s1368980008003649

Cites

36 of 36 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • A statistically significant total effect of X on Y is not necessary for mediation to occur and mediation analysis does not require evidence of a total effect prior to investigating direct and indirect effects.

    “Note that a statistically significant total effect of X on Y is not necessary for mediation to occur and that mediation analysis does not require evidence of a total effect prior to investigating direct and indirect effects [63–66].”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Cited by

Sorted by citations

Authors
Cerin, E., & MacKinnon, D. P.
Affiliations
  • Baylor College of Medicine (US)
  • Arizona State University (US)
Corresponding author
Cerin, Ester
Venue
Public Health Nutrition
Published
2009-08
Volume
12
Issue
8
Pages
1182-1188
ISSN
  • 1368-9800 (ISSN-L)
  • 1475-2727
OpenAlex
W2110844196
Cited by
210
References
36
Citations by year
2026: 4 · 2025: 8 · 2024: 2 · 2023: 13 · 2022: 7 · 2021: 6 · 2020: 18 · 2019: 15 · 2018: 12 · 2017: 17 · 2016: 20 · 2015: 24 · 2014: 15 · 2013: 15 · 2012: 11
FWCI
9.92
Type
journal article
Language
en
Open access
Locations
  • Public Health Nutrition (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
  • Research Bank (Australian Catholic University) (submittedVersion)
  • The HKU Scholars Hub (University of Hong Kong) (submittedVersion)
Funders
National Institute on Drug Abuse (R01DA009757)
Topics
  • Social Sciences › Psychology › Applied Psychology › Behavioral Health and Interventions
  • Physical Sciences › Mathematics › Statistics and Probability › Advanced Causal Inference Techniques
  • Health Sciences › Medicine › Physiology › Physical Activity and Health
Keywords
mediation analysis, physical activity interventions, behavior change, obesity prevention, obesity treatment
MeSH terms
Diet, Health Promotion, Humans, Patient Education as Topic, Statistics as Topic, Program Evaluation, Health Behavior, Exercise, Biomedical Research

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review