Advocacy Limitations on Gender and Sexually Diverse Activist Organizations in Canada’s Voluntary Sector
Bibliographic record
Abstract
ABSTRACT Registered charities are restricted when engaging in advocacy, whereas Canadian nonprofits face a far more difficult time when fundraising. The impact of such limitations on Canadian gender and sexually diverse1 activist organizations is one example of the implications on Canada's democratization process. Despite the efforts of the Voluntary Sector Initiative (VSI), and updated political activity policies, Canada lags behind both the U.K. and U.S. in recognizing and legitimizing advocacy as an important contribution to its democratic process. An organized challenge of the system at the political and legal level is called for to address this issue. RÉSUMÉ Les organismes de bienfaisance enregistrés font face à des contraintes lorsqu'ils défendent une cause, tandis que les organismes sans but lucratif rencontrent de nombreuses difficultés pour amasser des fonds. L'impact de ces contraintes sur les organisations militantes de genre et de sexualité diversifiés n'est qu'un exemple de répercussion sur le procédé de démocratisation du Canada. Malgré les efforts déployés par l'Initiative sur le secteur bénévole et communautaire (ISBC) et malgré la mise à jour de politiques sur l'activité politique, le gouvernement du Canada a du retard par rapport à ceux du Royaume-Uni et des États-Unis en matière de reconnaissance et de légitimation de la défense de causes en tant que contribution importante à son processus démocratique. Pour aborder cette question, nous sommes amenés à remettre en question le système de façon méthodique sur les plans politique et juridique.
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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 | 0.013 | 0.032 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.028 | 0.009 |
| Scholarly communication | 0.011 | 0.002 |
| Open science | 0.003 | 0.007 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.015 | 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".