Associations between Positive Psychological Well-Being, Psychological Distress, and Physical Activity among Adults with Diabetes
Bibliographic record
Abstract
Positive psychological well-being (PPWB) is associated with physical activity above and beyond psychological distress among adults.The purpose of this study was to determine if this association holds among people with diabetes.Data came from a subset of participants in the Whitehall 2 study who participated in an accelerometer sub-study and self reported having diabetes (n = 112).Baseline data (2007)(2008)(2009) of PPWB, psychological distress, and diabetes status were self-reported; physical activity was directly measured via accelerometer at follow-up (2012)(2013).In adjusted models, PPWB was not associated with physical activity among people with diabetes, β = 1.73, p = .098.Exploratory analyses indicated that diabetes status did not moderate associations between PPWB and physical activity.Results suggest that PPWB may not play a role in physical activity among adults with diabetes.Future research should test other positive psychological factors that are associated with physical activity among adults with diabetes.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".