Franck Fischbach, Qu’est-ce qu’un gouvernement socialiste ? Ce qui est vivant et ce qui est mort dans le socialisme, Montréal, Lux, « Humanités », 2017, 251 p.
Bibliographic record
Abstract
La crise politique du socialisme (celle – très actuelle – du Parti socialiste en France, mais aussi d’autres mouvements européens qui s’en réclament, et qui semble conduire à une "recomposition" politique selon le terme journalistique consacré) semble coïncider avec une série de travaux sur l’histoire, la nature, les impasses et l’horizon de l’idée du socialisme. Ces travaux l’abordent tantôt dans ses rapports constitutifs avec la sociologie, tantôt comme un ensemble d’hypothèses de nature ph...
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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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.005 | 0.009 |
| Scholarly communication | 0.006 | 0.014 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.006 | 0.004 |
| Insufficient payload (model declined to judge) | 0.019 | 0.007 |
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".