Between the Law and the Case: Making Sense of Labor Inspectors’ Responses to Workplace Risks in Brazil
Bibliographic record
Abstract
Dans cet article, il s’agit de discuter la gestion des risques au travail à travers une analyse centrée sur le travail réalisé par les inspecteurs du travail. Appuyé sur une recherche approfondie sur l’Inspection du Travail au Brésil, on révèle deux modes implicites de production et de justification du travail d’inspection – « la défense fiscale » et « l’ingénierie sociale ». Ces modes médiatisent la transformation des lois abstraites en des cas concrets d’inspection. Ils sont examinés en fonction de leurs propriétés concernant la réduction de l’incertitude et la légitimation des actions d’inspection, et répercussions sur des approches de gestion des risques nettement différenciées – basées sur la durabilité financière du système ou sur le développement d’incitations à la prévention des risques dans les relations locales de production.
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 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 | 0.001 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".