Mothering on the margins: exploring how mothers make meaning of an encounter with child protection
Bibliographic record
Abstract
Little research has examined how mothers experience involvement with child protective services (CPS). Qualitative interviews were conducted with three mothers formerly involved with CPS who lived in rural communities on the East Coast of Canada to explore how they made meaning of a child protection encounter. Mothers detailed a deterioration of the helping relationship linked to both relational and systemic factors. They undertook overt and subversive efforts to protect their families against the negative consequences of CPS involvement. Those consequences included family dissolution and persistent feelings of mistrust, anxiety, and isolation that lingered long after involvement ceased. Mothers proposed numerous changes to improve CPS, such as providing: information on the process of involvement; follow-up and peer support; and more empathetic and collaborative practice. A discussion of the implications of these findings, including how they may be used to inform fundamental changes to contemporary child welfare practice and programming is presented.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".