Compared to What?: The UCLA Comparative Labor Law Project and the Future of Comparative Labor Law
Bibliographic record
Abstract
The UCLA comparative labor law project (1965-1978) exemplified and in some ways anticipated subsequent debates within comparative law circles in general, and amongst comparative labor scholars in particular. Both disciplines have been destabilized by the decentering of the state as a result of globalization and neo-liberalism and also as a result of developments in legal theory and methodology. The rebuilding of comparative labor law as a discipline depends on its ability to take these new developments into account. But paradoxically, to do so moves scholars farther and father away from "law" as it was traditionally understood, as well as from "labor" which is verging on anachronism as a sociological descriptor and political actor. The project of comparative labor law must become part of an intellectually ambitious and highly complex study of the changing political, economic, social, cultural and psychological terrain of work relations.
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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 | 0.015 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.007 |
| Science and technology studies | 0.014 | 0.031 |
| Scholarly communication | 0.022 | 0.024 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.013 | 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".