Politics, ecologies and professional regulation: The case of British Columbia's Professional Governance Act
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
A variety of theories have been proposed to explain why states pass legislation to regulate professional groups, and why, more recently, they have acted to curtail professional privileges. While these theories have drawn attention to the importance of power dynamics and public protection, among other factors, the role of political interests has been downplayed. This article builds on ecological theory to argue that, with some modifications, the theory illuminates the centrality of state-profession relations and politics to regulatory change. The theory is applied to a case study of regulatory change in British Columbia, Canada impacting resources-sector professions, with particular attention to the controversies and political considerations that shaped reform. The case study suggests that when the political and professions ecologies are overlapping and symbiotic, as they were in BC, a challenge in the political ecology can implicate professions, prompting a solution that brings change within both ecologies.
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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 | 0.001 | 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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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