Shining Light on Charities or Looking in the Wrong Place? Regulation-by-Transparency in Canada
Bibliographic record
Abstract
Abstract The nature of charity reporting and transparency is changing significantly; while the longstanding focus on financial reporting remains, there is much greater emphasis on illuminating governance systems and impacts. Regulatory regimes are becoming more polycentric with the expansion of third party watchdogs and emergence of new self-regulatory bodies. With more open access to data, transparency has become an independent force in these regimes. The article outlines a conceptual model of charity regulatory regimes and applies this to analyze recent developments of regulation-by-transparency in Canada. Although the intent of encouraging greater transparency is seldom questioned, this Canadian case study demonstrates how transparency can become politicized, damaging the relationship between the regulator and the charitable sector. In addition, the open data movement means that charities now operate in a world in which neither they nor state regulators control access and use of information.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".