Social Enterprises in the Canadian West
Bibliographic record
Abstract
Western Canada has been the source of significant developments in the social enterprise sector over the past fifteen years. Among these developments one must include the formation of Enterprising Non-Profits in British Columbia, the Social Enterprise Fund in Alberta, and the Canadian CED Network in Manitoba. Underlying these more recent developments is a history of co-operative development and earned revenues by nonprofit organizations, reflecting a longstanding blend of entrepreneurship and community solidarity. This article highlights some of the more recent social enterprise developments in three Western provinces, profiling three independent cases that reflect the diversity of social enterprise activity in British Columbia, Alberta, and Manitoba, and providing the results of social enterprise sector surveys that took place in these same provinces in 2014.Depuis quinze ans, l’Ouest canadien a été la source de développements importants dans le secteur de l’entreprise sociale. Parmi ces développements, il faut inclure la formation : d’Enterprising Non-Profits en Colombie-Britannique; du Social Enterprise Fund en Alberta; et du Réseau canadien de DÉC au Manitoba. Sous-tendant ces progrès récents est une longue histoire de développements coopératifs et de revenus gagnés par des organismes sans but lucratif reflétant une combinaison d’entreprenariat et de solidarité communautaire. Cet article souligne certains des développements plus récents en entreprise sociale dans trois provinces de l’Ouest, recensant trois cas distincts qui reflètent la diversité des activités en entreprise sociale en Colombie-Britannique, en Alberta et au Manitoba, et présentant les résultats de sondages sur le secteur de l’entreprise sociale effectués dans ces trois provinces en 2014.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.010 |
| Science and technology studies | 0.021 | 0.004 |
| Scholarly communication | 0.007 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 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 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".