Examining the risk-safety paradox in outdoor education from a Taoist perspective: a case study of a Chinese outdoor education experience
Bibliographic record
Abstract
There is a paradox between the demands for safety and the productive value of risk in outdoor education and adventure learning. This seems particularly to be the case in Chinese culture, policy, and empirical practice of outdoor education. This paper aims to utilise the rich cultural context and philosophical perspectives of China to broaden the landscape of outdoor education knowledge. Chinese cultural intricacies and insights from Taoist philosophy offer an unconventional perspective for redefining traditional binary concepts of risk and safety, relevant to outdoor education as it is practised in China. A Taoist lens is used to analyse Chinese college students’ documented reflections on their experience of outdoor education through a case study. The convergence of Taoist philosophy and culturally embedded pedagogical practices in China presents an innovative pathway for re-imagining the existing terrain of Western adventure learning research and teaching norms in outdoor education.
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How this classification was reachedexpand
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".