Fostering Change and Fresh Voices: Vancouver Foundation’s Youth Engagement Journey
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
Since 2011, Vancouver Foundation has invested significant time, energy, ideas, and money in bringing together immigrant and refugee youth and young people with lived experience of the foster care system in British Columbia. Through its Fostering Change and Fresh Voices initiatives, the foundation has listened and worked in partnership with these young people to address the issues that affect their lives, and important progress has been made in the forms of meaningful policy changes and improved political engagement. The foundation is now in the process of returning these initiatives to the communities that inspired them. This article describes the roles the foundation played in these inclusive community change efforts, and reflects on the commitments, mindsets, and capacities necessary to effectively perform each of those roles.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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