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Record W4408845430 · doi:10.1111/bjhp.12790

Closing the intention‐behaviour gap in physical activity: The moderating effect of individual differences in the valuation of physical effort

2025· article· en· W4408845430 on OpenAlexaffabout
Silvio Maltagliati, David A. Raichlen, Ryan E. Rhodes, Boris Cheval

Bibliographic record

VenueBritish Journal of Health Psychology · 2025
Typearticle
Languageen
FieldPsychology
TopicBehavioral Health and Interventions
Canadian institutionsUniversity of Victoria
FundersNational Institutes of Health
KeywordsPsychologyModerationPhysical activitySocial psychologyAntecedent (behavioral psychology)Valuation (finance)Association (psychology)Developmental psychologyMedicinePhysical therapy

Abstract

fetched live from OpenAlex

OBJECTIVE: Intention is a proximal antecedent of physical activity, but it often falls short of driving actual engagement in physical activity. Recently, it was suggested that the valuation of physical effort may explain the intention-behaviour gap. However, this hypothesis has not been formally tested. We aimed to examine whether individual differences in approach and avoidance tendencies towards physical effort moderate the strength of the association between intention and behaviour. METHODS: Four hundred and one English-speaking Canadian participants completed two online surveys separated by 1 week. Intention strength and individual differences in the tendencies to approach and avoid physical effort were first assessed, and moderate-to-vigorous physical activity was self-reported 7 days later. The moderating effect of approach and avoidance tendencies towards physical effort on the association between intention and physical activity was tested using linear regression models. RESULTS: Individual differences in approach tendencies (β = .11, p = .007), avoidance tendencies (β = -.11, p = .005) and in relative approach (vs avoidance) tendencies towards physical effort (β = .11, p = .005) moderated the association between the intention and moderate-to-vigorous physical activity. As expected, the association between intention and physical activity was stronger as approach tendencies towards physical effort increased, but weaker as avoidance tendencies increased. However, this moderating effect was only significant for vigorous physical activity, not for moderate physical activity. CONCLUSION: This study suggests that individual differences in the valuation of physical effort represent a relevant moderator of the intention-behaviour gap in physical activity, especially the most vigorous ones.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.796
Threshold uncertainty score0.525

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.143
GPT teacher head0.488
Teacher spread0.345 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations7
Published2025
Admission routes2
Has abstractyes

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