Canadian First Nations Contributions To International Development
Bibliographic record
Abstract
The link between First Nations and development co-operation overseas is not obvious.To some First Nations' leaders, development efforts have ignored their concerns while favouring distant countries.To some in the international development community, First Nations appear to show little interest in developing countries, and the cultural dynamics seem perplexing.Nonetheless, the Cree of Quebec were major per capita contributors during the Ethiopian famine.The political impact of internationalism is evident.In 1989, Amazonian Indians protested in front of Canada's embassy in Washington regarding low-level military flights over the Innu hunting territories in Labrador.First Nations provide a unique pool of experience to be used by international development organizations.The 630 First Nations communities in Canada are an untapped resource that combines to offer a unique pool of experience.They share many of the challenges faced by developing countries: rural life, urbanism, health, education, women's participation, private sector involvement, infrastructure, good governance, poverty reduction, and the environment.
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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 | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 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) | 0.002 | 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 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".