Politics of Forests: Northern Forest-industrial Regimes in the Age of Globalization
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
Contents: Part I: Circuits of Wood and Power: Timber Frontiers and Paper Landscapes of the North: Introduction: northern forest regimes and the challenge of internationalization, Ari Aukusti Lehtinen, Jakob Donner-Amnell and BjA,rnar SA|ther. Part II: Canada: Freeing from the Colonial Heritage?: Requiem for a 'local' champion: globalization, British Columbia's forest economy and MacMillan Bloedel, Roger Hayter Beyond L'Erreur boreale: the forest industry, environmentalism and image production in Quebec, Canada, L. Anders Sandberg, Nicolas Houde and Patrick Lavoie. Part III: Russian Forest Industry: Eroding the Patrimonial Hegemony: Russian Taiga: regional fabrication of the Federal Forest Regime, Ari Aukusti Lehtinen Forest regimes as heterogeneous networks: polarization of the Russian forest industry, Jarmo Kortelainen Shifting between the East and the West, switching between scales: forest-industrial regimes in northwest Russian borderlands, Juha Kotilainen Co-managing the Taiga: Russian forests and the challenge of international environmentalism, Maria Tysiachniouk and Jonathan Reisman. Part IV: Nordic Forest Regimes: Success and its Price: To be or not to be Nordic? how internationalization has affected the character of the forest industry and forest utilization in the Nordic countries, Jacob Donner-Amnell The emergence of two national concepts and their convergence toward a common Nordic regime in the global forest industry, Christer Peterson From national to global agenda: the expansion of Norske Skog 1962-2003, BjA,rnar SA|ther. Part V: Conclusions: Comparing the forest regimes in the Conifer North, Jacob Donner-Amnell, Ari Aukusti Lehtinen and BjA,rnar SA|ther Index.
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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 | 0.000 |
| 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 it