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
Abstract Labour law has been thrown into turmoil in many large industrialized countries with democratic tradition and market economies. In fact, rapid economic globalization resulted in an irremediable decline in collective bargaining in most of the states that entered into the sphere of Anglo‐Saxon capitalism. On a first reading, the financial crisis of 2008 exacerbated this retreat of labour law back to its initial individualist and contractual forms. In analysing the contemporary crisis of labour law, the historical‐comparative method can be highly fruitful, especially if one considers the precedent of the economic crisis of 1929. On this basis, I first consider an influential text by Hugo Sinzheimer on the ‘crisis of labour law’ in Weimar Germany and a study by Otto Kahn‐Freund on the changing function of labour law in the same context. These works can be connected to the concept of the ‘labour constitution’, which Max Weber notably developed in an empirical sense, and which finds its extension in the later works of Thilo Ramm, a labour scholar of international reputation.
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 | 0.000 | 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) | 0.000 | 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