Physical Activity and Sedentary Behaviour of a Group of Adults from Rural Nova Scotia
Bibliographic record
Abstract
The influence of rural environments on physical activity and sedentary behaviours are not well known. This was a cross-sectional pilot study of 58 participants aged 18-64 years who lived in Lunenburg County, NS. 7-day accelerometer data was measured to determine prevalence of moderate-to-vigorous physical activity (MVPA) and sedentary behaviour along with their relationship with each other, sex, age and household income. Within the sample, 21% met the recommended 150 minutes of MVPA per week in bouts of >10 minutes. An average of 56% of awake time was spent in sedentary behaviour. There was a significant difference in total MVPA based on household income (p=0.009) but no other differences were found. While this small sample does not allow for generalizability to the larger rural population, it does provide insight into the current state of these health-related behaviours, providing a springboard into future research on adult rural physical activity and sedentary behaviours.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".