Fathers' experiences with child welfare services
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ABSTRACT The lack of engagement of fathers by child welfare services is well‐documented in the literature as a serious problem. Towards addressing this problem, this paper reports the findings of interviews with 18 fathers about their involvement with child welfare services in Ontario, Canada. Qualitative analysis of the interviews yielded themes about what men saw as the positive and negative aspects of their involvement with child welfare. Positive aspects of service involvement for fathers included understanding and supportive workers, useful assistance from workers, being connected to useful resources and being given a ‘wake‐up call’. Negative aspects of service involvement included uncaring, unhelpful and unprofessional workers; prejudice against fathers; and experiencing the child welfare system as unresponsive, uncaring and rigid. Implications for practice are discussed with a view to improving the engagement of men in, and their experiences with, child welfare services.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.008 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 it