Intervention effects on physical activity identity: a systematic review and meta-analysis
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Physical activity (PA) identity (i.e., categorisation of oneself in a particular role) has been linked to PA behaviour in observational research, yet experimental research has seen less attention. The purpose of this meta-analysis was to examine the effectiveness of interventions to change identity and subsequent PA. Eligible studies were published in a peer-reviewed journal in English, included an experimental or quasi-experimental design in the PA domain with a measure of identity as the dependent variable, among an adult (>18 yrs.) sample. A literature search was completed in March 2024 using five common databases. The search yielded 40 independent effect sizes, representing 4939 participants. Random-effects meta-analysis showed positive changes in identity favouring the intervention over the control group g = 0.18 (95% CI = 0.11–0.24) and positive changes in a sub-sample (k = 30) of these studies that also measured PA g = 0.61 (95% CI = 0.41–0.81). Changes in identity did not have significant (Q = 43.08, p = 0.30) heterogeneity, yet changes in PA showed heterogeneity (Q = 204.62, p < .001) and follow-up moderator analyses found potential publication bias, and differences by methods (comparison group, length of intervention) and theoretical approach. Overall, PA identity can change as a result of interventions, but the effect may be smaller than changes in behaviour in these interventions.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.023 | 0.012 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.007 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it