Rural mothers’ perspectives on keeping their children safe during outdoor play: ‘it’s hard to raise a child in a small community’
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
Rural mothers play important roles in shaping their children’s play-related injury experiences. It is thus problematic that their perspectives on their outdoor play-related safety strategies are often considered peripheral to the perspectives of urban and suburban mothers in play research. To center their perspectives on this topic, we examined the outdoor play-related safety strategies of rural mothers who had children aged 2 to 7 from British Columbia (n = 13) and Québec (n = 13), Canada, through semi-structured interviews. Using reflexive thematic analysis of the interview data, we identified three themes: (1) rural mothers keep their children aurally and physically close during outdoor play; (2) rural mothers enforce geographic boundaries to outdoor play; and (3) rural mothers teach their children outdoor risk-navigation strategies. Our research can contribute to informing scholarly discussions on gendered parenting identities and child safety.
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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 it