Outdoor education in Canada: a qualitative investigation
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
Outdoor education (OE) is a broad term referring to organized outdoor learning . Given Canada’s large size, sparse population, varied landscapes and diverse culture , developing a comprehensive understanding of the philosophies, goals and activities of OE in Canada is challenging. While Canada has a long history of OE, scholars struggle to articulate the ‘Canadian way(s)’ of OE. Therefore, this study seeks to describe the philosophies, goals, and activities of Canadian OE programs to stimulate the development of a deeper understanding of Canadian OE. An interpretative phenomenological analysis framework was used to explore 22 participant’s descriptions of their OE programs. Findings indicate that OE in Canada is influenced by a blend of philosophies that include hands-on experience, integrated learning, and journeying through the land. Common goals include personal growth and building community integrated with place consciousness and environmental goals. Hiking, canoeing and kayaking, skiing and snowshoeing were the most common activities.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.001 |
| 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