Bibliographic record
Abstract
Published Under the Garamond ImprintGlobalization appears inevitable and inescapable in its effects, all countries and people having to adjust to an irresistible force the best way they can-to insert themselves into the process under the most favourable conditions, or to make the best deal possible with a single global economy based on capitalist principles.From the Net to the Net looks at the dynamics of this process as well as strategic responses. Appearances to the contrary, the process of globalization in this regional context is by no means inevitable, nor is it immutable. Diverse organizations of people in an increasingly organized "civil society" are coming together to mobilize the forces of opposition to globalization in its neoliberal form.In Atlantic Canada, as elsewhere, a search for an alternative form of change is emerging, development and globalization that is participatory and liberating, sustainable in terms of both the environment and livelihoods, as well as equitable and socially inclusive
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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 | 0.000 | 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 | 0.001 | 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 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".