Youth provisioning in <scp>low‐income</scp> families: Reconsidering theories of poor attachment
Bibliographic record
Abstract
Abstract This paper explores the relationships between low‐income single mothers and their adolescent and early adult children utilizing qualitative interview and focus group data with youth from three Canadian cities. The research explored youth provisioning roles in these families. Provisioning, a concept widely understood in the global south, refers to labour used to sustain low‐income families and includes emotional labour, care work, trade and exchange and paid labour. Findings from this study identified strong expressions of positive attachment and close relationships between youth and their family members. The paper queries whether positive attachment may be built through roles where youth see themselves as integral parts of a family team and where their contributions are acknowledged. These findings invite us to explore and perhaps challenge the oft‐reported correlations between living in a low‐income, lone mother‐led family and poor childhood outcomes and poor attachment. Can these outcomes be mediated and can the provisioning roles youth undertake possibly be such mediators?
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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 | 0.006 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.007 | 0.014 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| 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".