Who is John the Snail and When Can We Meet Him?: Parent Perspectives on Children’s Engagement in a Forest Nature Program
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 explores parent perspectives on how time spent in nature and natural settings, including their own experiences with the natural world, might influence their child’s play, learning and holistic development and connections in and to the natural world. Through a survey and focus group, parents identified benefits of participation in a forest nature program including increased time outdoors, play confidence, risk-taking opportunities, improved health, wellness and the developing seeds of environmental stewardship and reciprocity. Parents reported that benefits far outweighed risks related to weather, insects and injuries. The study’s findings strongly support The Ontario Ministry of Education’s pedagogical guidelines for the early years and national and global recommendations that advocate for active play in nature and outdoors, with its risks, as essential for healthy child development. The research contributes to the expanding literature and efforts on how best to collectively support and advocate for accessible land-based programs in the early years.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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