A case study evaluation of Winnipeg's child advocacy centre, Snowflake Place for Children and Youth
Bibliographic record
Abstract
Evaluations are often an expectation that funders have for non-profit organizations such as Winnipeg’s child advocacy centre, Snowflake Place for Children and Youth (Snowflake Place). The purpose of this study was to evaluate the effectiveness of Snowflake Place through the use of a mixed methods case study evaluation employing the tenets of utilization-focused evaluation. A total of 30 interviews were conducted, with individuals from key service providing partners of Snowflake Place and non-offending caregivers of children who were forensic interviewed at Snowflake Place. This study also analyzed the data tracked by Snowflake Place on its service recipients. The results show that although the organization has only been operating for three years, Snowflake Place is able to provide consistent high quality services such as forensic interviews. Results indicate that Snowflake Place has the potential to improve upon the overall positive experiences of both service providing partners and service recipients.
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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 | 0.010 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".