Certifying a state forestry agency in Quebec: Complementarity and conflict around government responsibilities, indigenous rights, and certification of the state as forest manager
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
Abstract As voluntary third‐party certification systems become an increasingly accepted part of international frameworks for forest governance, some state forestry agencies are following the private sector in seeking certification of their forest management activities. We ask how the roles and responsibilities of state forest management agencies interact with the processes and mechanisms established by certification systems. To answer this question, we review existing research to propose a conceptual framework composed of eight issues of particular relevance to states: regulation, transnationalism, sovereignty disputes, partnerships and competition, mainstreaming, effectiveness, equity, and legitimacy and trust. We then use this framework to analyze experience in Quebec, Canada, where the state agency initially sought certification and then abandoned this plan after facing difficulties meeting the requirements pertaining to indigenous rights. Our framework helps to understand possible complementarities between state and non‐state systems, but also highlights challenges for reconciling state roles and responsibilities under certification.
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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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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