Parent needs and family support service outcomes in a Canadian sample
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
• Summary: Parent support needs and family support service (FSS) outcomes were investigated. A total of 923 parent participants were recruited through 20 community-based FSS providers in Alberta, Canada. Participants completed a survey, incorporating well validated child, parent and family outcome measures, a minimum of 8–12 weeks after utilizing their FSS. • Findings: Overall, parent need satisfaction was high. However, low socio-economic status, English as a second language, parental disability or chronic health condition, and child disability or chronic health condition were associated with lower levels of parent need satisfaction. Higher levels of need satisfaction were linked to lower levels of parenting stress and more positive parent–child interactions. These, in turn, were linked to more positive family functioning and fewer child difficulties. • Applications: Mediation analysis and qualitative findings suggest that family support services are making a positive difference by creating points of ‘connection’, including opportunities for informal learning and peer-support. We argue that the informal, ‘social networking’ role of family support services should be valued alongside evidence-based parenting training programs.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it