Fatal occupational accidents in the Nordic countries 2003 – 2008
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
This report is a review of the Nordic countries systems regarding fatal occupational accidents, i.e. the reporting process, the investigation process, the registration process, the registries, and the legal statutes. The report shows that during the time period 2003-2008 the total number of fatal occupational accidents in the Nordic countries was 1243, i.e. between 1.51 to 2.49 fatal occupational accidents per 100,000 workers per year varying between countries. The report also shows that more than 93 % of these fatal accidents involved males, which reflects the predominance of men in the most dangerous branches, i.e. agriculture, construction, transport, and communication. The report concludes that in order to make data on occupational accidents more comparable among the Nordic countries and improve our common ability to identify prevention strategies, a closer collaboration in the field of occupational accident investigation and registration is needed.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.011 |
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