The Reflective Practitioner: On the Margins Talking with Métis Educator Dave Skene about his Life's Work
Bibliographic record
Abstract
In this Arts-informed Life History I use dialogue and narrative to illustrate “pedagogy in practice” and illuminate the life’s work of Métis adult educator Dave Skene. Skene tells stories of experience working cross-culturally to illustrate how individuals are transformed by learning experiences and how they contribute to transformative learning in others' lives. He recounts experiences of working for social justice and community development in the global context of north-south knowledge exchange. Skene’s life crosses many borders and the research account walks readers through a life growing up in an urban setting, surviving on the street, discovering God, working internationally with indigenous peoples, listening to stories in areas of protracted conflict and war, and co-founding a Non Governmental Organization, Global Youth Network. As researcher I interweave reflexive accounts of cross-cultural experiences in Canada and Latin America to contribute to understanding how to undertake life history research and issues in its representation.
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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 | 0.011 | 0.028 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.024 | 0.026 |
| Scholarly communication | 0.015 | 0.013 |
| Open science | 0.002 | 0.010 |
| Research integrity | 0.005 | 0.017 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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".