Bibliographic record
Abstract
<h3></h3> The INRS, national institute of research and security, established in 1947, has the task of preventing workplace accidents and occupational diseases in France. It gathers 600 permanent workers, with 80 million euros as an annual budget. Its operating modes are: Studies and researches Support for companies Training Information and communication At an international level, the INRS participates in ISSA works, mainly with the research and chemistry committee, the ILO and the WHO. It plays a part in CIST/ICOH works. It also elaborates cooperation projects with organisations such as the NIOSH (USA), IRSST (Quebec), IFA (Germany), KOSHA (South Korea), and IST (Switzerland). The INRS is a part of the PEROSH network that includes major research organisations in the field of occupational health in Europe. The INRS is also a part of the EUROSHNET network, which is a network of European normalizers. About the francophone cooperation, the INRS established many cooperation projects like with the ISST (Tunisia), faculty of medicine of Casablanca, Mediterranean and Tunisian society of occupational medicine.
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 | 0.000 | 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) | 0.001 | 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 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".