Indigenous and non‐Indigenous parents separated from their children and experiencing homelessness and mental illness in Canada
Bibliographic record
Abstract
The purpose of this study is to examine the parent-child experiences of Indigenous and non-Indigenous mothers and fathers experiencing homelessness, mental illness, and separation from their children. A qualitative thematic analysis of baseline and 18-month follow-up narrative interviews was used to compare 12 mothers (n = 8 Indigenous and n = 4 nonindigenous) with 24 fathers (n = 13 Indigenous and n = 11 non-Indigenous). First, it was found that children are more central in the lives of mothers than fathers. Second, Indigenous parents' narratives were characterized by interpersonal and systemic violence, racism and trauma, and cultural disconnection, but also more cultural healing resources. Third, an intersectional analysis showed that children were peripheral in the lives of non-Indigenous fathers, and most central to the identities of Indigenous mothers. Gender identity, Indigenous, and intersectional theories are used to interpret the findings. Implications for future theory, research, and culturally relevant intervention are discussed.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.009 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".