I learn best when surrounded by nature, dogs, and hippies lessons learned from a northern alternative school: an ethnographic study
Bibliographic record
Abstract
The Carcross Community Education Centre (CCEC) was an educational experiment that operated during the 1970's in the Yukon. I was involved in the school as a summer worker, student and parent member. No evaluation of this experiment has been undertaken although various former community members have documented and reflected on the experience. I surveyed 109 former community members to evaluate CCEC's impact, especially on the educational pursuits and careers of former students. Respondents reported that relationships and a sense of community, engagement and authentic learning, opportunities to learn in more hands-on ways, and a supportive environment all contributed to their later success in life, as reflected in high levels of post-secondary education and significant contributions to the adult communities where they live. Implications for current teaching practice include increasing student engagement by providing more hands-on and authentic learning experiences, and a greater focus on teacher-student relationships and the impact of the environments in which students learn. --Leaf ii.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.008 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".