Fathering in the Shadows: Indigenous Fathers and Canada's Colonial Legacies
Bibliographic record
Abstract
A study of Canadian Indigenous fathers' involvement conceptualized a temporal horizon within which to situate challenges and opportunities for caring for children following decades of colonial interventions that have diminished men's roles. Through five community-university partnerships, conversational interviews were held with eighty First Nations and Métis fathers in British Columbia, Canada. Using a grounded theory approach, a conceptual model was constructed identifying six key ecological and psychological factors that combine to account for Indigenous men's experiences of fatherhood: personal wellness, learning fathering, socioeconomic inclusion, social support, legislative and policy support, and cultural continuity. Indigenous fathers' accounts bring into focus systemic barriers to positive fathers' involvement, including socioeconomic exclusion due to failures of the educational system, ongoing colonization through Canada's Indian Act, and mother-centrism in parenting programs and child welfare practices. Policy and program reforms are suggested to increase Indigenous fathers' positive and sustained engagement with their children.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.025 | 0.009 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".