Bibliographic record
Abstract
Last November in Vienna, fifteen years after the demise of the Soviet Union and well into the third decade of corporate-driven globalization, the international trade union movement was reorganized to eliminate its debilitating cold war political divisions and to enhance coordination across industrial lines made obsolete by globalization. The founding of this new organization, the International Trade Union Confederation (ITUC), which represents 168 million workers in 153 countries, was hailed as historic by the few dozen people who follow these things, which it may well be, though you probably missed the coverage in your local newspaper. Earlier this year AFL-CIO president John Sweeney met with Iraqi trade unionists in Jordan (there being no place secure enough in Iraq to hold such a meeting) to support Iraqi union resistance to an array of Bush administration policies, particularly on the privatization and denationalization of the oil industry; Teamster president James Hoffa and Service Employees International Union president Andy Stern were in China with a delegation of Change to Win (CTW) unions, the group that split from the AFL-CIO, meeting with communists and capitalists to exchange views on worker rights in the global economy. In Ottawa, Steelworker president Leo Gerard announced a merger that would bring together nearly three million American, Canadian, British and Irish workers in one union, and Communication Workers president Larry Cohen was in Athens to raise the visibility of an organizing campaign aimed at the world’s largest cell phone service company, which operates in twenty-five countries on four continents.
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 | 0.009 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.013 | 0.012 |
| Scholarly communication | 0.026 | 0.027 |
| Open science | 0.002 | 0.011 |
| Research integrity | 0.011 | 0.014 |
| Insufficient payload (model declined to judge) | 0.039 | 0.009 |
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".