Politics, Science and the Spruce Budworm in New Brunswick and Nova Scotia
Bibliographic record
Abstract
This article explores the intersection of forestry science, politics and public policy in the case of the spruce budworm in Maritime Canada. It portrays a complex interplay of science and policy in environmental politics, and it seeks to explain the differential responses to the threat the budworm has posed to the wood supply over the past half century. It presents distinct and contrasting syndromes at work in New Brunswick and Nova Scotia. Particular attention is paid to the role of the forest science community in the two provinces. A close examination reveals both a politics of science (the political and economic forces exerted on science), and a science politics (a conflict realm within research), as interrelated yet distinctive influences. Each case displays a separate logic together with powerful feedback loops between scientific viewpoints, ecology, and policy choice. The recognition that broader forces shape the formulations and application of forestry science carries potential lessons for future analysis.
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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 | 0.001 |
| 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 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".