“The work of a leader is to carry the bones of the people”: exploring female-led articulation of Indigenous knowledge in an urban setting
Bibliographic record
Abstract
Although the activism and historic contributions of Indigenous female leaders to urban Indigenous community development across Turtle Island are recognized, there remains a dearth in the literature regarding the specific mechanisms that enabled Indigenous women to successfully articulate cultural knowledge and inform their management styles by traditional ways. The article explores some of the contributions of female leadership to the governance and program design of a large, culture-based urban Indigenous non-governmental organization in Canada—the Ontario Federation of Indigenous Friendship Centres (OFIFC). We examine how the OFIFC’s Executive Director Sylvia Maracle (Skonaganleh:ra) has applied leadership principles grounded in Indigenous knowledge of her paternal grandmother and a Mohawk matriarch—Mary Ellen Maracle—to address specific challenges in urban Indigenous governance. We argue that the female-led articulation of Indigenous knowledge in organizational operations contributed to creating a community of service that respects distinct expressions of cultural and gender identity.
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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 | 0.002 | 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 | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 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".