Seeking Education on Their Terms: The Atikameksheng Anishnawbek [White Fish Lake First Nations] 1880–1930
Bibliographic record
Abstract
Abstract This paper offers a historical context and analysis on an under-studied First Nations located within the Huron–Robinson Treaty area of Northeastern Ontario—Atikameksheng Anishnawbek [White Fish Lake First Nations], whose relatively small population dealt with a great many challenges as settler society arrival created pressures on livelihoods, spirituality, physical well-being, lifestyles, and much more. Detailed micro-study of the Whitefish Lake Roman Catholic Day School operations from 1880 to the 1930s reveals a continuing tale of the Band’s efforts at obtaining Indigenous-led education for its children, as well as the often indifferent, sometimes hostile, and at best incompetent role played by Indian Affairs. Often a tale of struggle rather than success, it nevertheless sheds light on First Nations’ determination to provide their children with effective education emerging from Indigenous traditions. (PVK)
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.008 | 0.001 |
| 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".