Establishing the Roots of Community Service-Learning in Canada: Advocating for a Community First Approach
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
This article explores the roots of the Canadian community service-learning (CSL) movement through a comparative discussion of service-learning in Canada and the United States. The article provides a brief overview of CSL’s historical foundations in both countries, addressing especially how differences in CSL funding infrastructure have distinctly shaped the movement in each country. While national funding bodies and nation-wide institutionalization remain central to CSL in the U.S., Canada’s CSL efforts have predominantly been shaped by the efforts of private foundations and grassroots community agents. This essay analyzes the obstacles and problems currently within Canadian CSL, but also provides recommendations around documentation, sustainability, and the future of CSL in Canada, including the recommendation to maintain a community first approach in Canadian CSL. As it considers how the influence of the United States continues to shape CSL in Canada, and how the two national movements remain distinct from one another, we hope this examination will contribute an historical perspective to scholarship on Canadian CSL and will offer entry points to engage in critical conversations on the emergence of the field.
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 | 0.883 | 0.678 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.713 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.000 | 0.720 |
| Insufficient payload (model declined to judge) | 0.000 | 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