A Feasibility Study of the SAFE Pilot Program: A University–School Board Partnership in Ontario
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
The Support and Aid to Families Electronically (SAFE) pilot program was developed through a community–university partnership to support parents of elementary students in Ontario, while providing stable practicums for social work students in the midst of COVID-19 restrictions. Purpose: The aim of the current study was to examine the feasibility of the SAFE pilot program as a mental health support to families by examining three feasibility objectives: demand, acceptably, and implementation. Method: Qualitative data from interviews, focus groups, and qualitative surveys involving service users, social work students, referring school board and university professionals ( n = 37) were examined. Results: Demand for SAFE extended beyond the pandemic. A high-level of acceptance of SAFE was identified. Areas of success and considerations for implementation are outlined. Discussion: This study provides practice guidance on implementing this unique program, with potential to address gaps in service provision and the ongoing crisis in field education.
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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 | 0.012 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.007 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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