Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
For some 20 years now, it has been common to refer to a crisis of trade unionism. What the future holds for labor movements-or indeed, whether they still have a future-seems increasingly uncertain. For many critics (academic observers as well as trade unionists themselves), unions in most countries appear as victims of external forces outside their control, and often also of their own conservative inertia. In this article, I explore, schematically and with incautious generalizations, the pathways from path to present to future. An important focus is the choices to be made in terms of who unions represent, what interests they emphasize, how they are constituted as organizations, and how they mobilize resources for action. Depuis environ 20 ans, il est courant de parler d'une crise du syndicalisme. Ce que l’avenir réserve aux mouvements syndicaux est de plus en plus incertain. Il est même de plus en plus incertain que ces mouvements ont encore un avenir. De nombreux observateurs universitaires et syndicalistes trouvent que, dans la plupart des pays, les syndicats semblent être des victimes de forces indépendantes de leur volonté, et souvent de leur propre inertie conservatrice également. Dans cet article, j’examine les cheminements passés, présents et futurs des syndicats, schématiquement et en me fondant sur des généralisations peu prudentes. Je mets un accent important sur les choix à effectuer au sujet des personnes que représentent les syndicats, des intérêts qu’ils défendent le plus, de leur constitution en organisations et de la façon dont ils canalisent les ressources dans l’action.
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.
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 | 0.000 | 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 it