Bioregionalism and Civil Society: Democratic Challenges to Corporate Globalism
Bibliographic record
Abstract
Bioregionalism and Civil Society: Democratic Challenges to Corporate Globalism, Mike Carr, Vancouver: UBC Press, 2004, pp. viii, 344. Civil society and environmental activists have gained recognition as strong forces of resistance to a common adversary—globalization. Considering this commonality of purpose, one might expect their links to be extensive and profound. But, as Mike Carr argues in this new book, this is not necessarily the case, or at least not to date. Carr, a Vancouver-based educator and activist in the social justice, peace and ecology movements, argues that there is strong, even transformational potential in forging greater links between civil society and bioregionalism.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.011 | 0.039 |
| Scholarly communication | 0.020 | 0.010 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.008 | 0.007 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".