Association of Parkland Proximity with Neighborhood and Park-based Physical Activity: Variations by Gender and Age
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
This study examined how the number and total size of neighborhood parks within 1 kilometer (km) of participants' homes, as well as distance to the closest park, were associated with moderate-to-strenuous physical activity (MSPA) in three contexts: total, neighborhood-based, and park-based. Data were collected from 384 adults in a Canadian city. Each additional hectare of park area within 1 km increased the odds of participating in 150 or more minutes of total MSPA by 2% and each additional park increased the odds of participating in 150 or more minutes of neighborhood-based MSPA by 17% (p < .05). Living near more parks and parkland showed more positive relationships with activity among women than men, and among younger (18 to 34 years) and older (55+ years) adults.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it