Globalization: Some Critical Issues
Bibliographic record
Abstract
In the wake of 9/11 and the 'war on terrorism,' doubts arose as to the staying power of the antiglobalist movement. Its future rested on a fragile "green and blue" alliance of environmental, labor and human rights activists—and on the general tide of public concern. The President's recording-breaking approval ratings after 9/11 reflect an adverse turning of that tide, not only among settled adults, but also the youth who comprise the bulk of every antiglobalist demonstration. Can this ostensibly Left movement maintain the momentum it achieved in Seattle, Prague, Quebec City, and Genoa? To what extent will moderate and civil antiglobalism fall under the shadow of terroristic antiglobalism?
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.026 | 0.037 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.005 |
| Science and technology studies | 0.015 | 0.060 |
| Scholarly communication | 0.019 | 0.038 |
| Open science | 0.004 | 0.009 |
| Research integrity | 0.017 | 0.025 |
| Insufficient payload (model declined to judge) | 0.012 | 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".