Legal regulation of occupational safety and health
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
The aim of the article was to discuss the issues of legal regulation of health and safety in Ukraine. The aim of the research was achieved with the help of general and special methods of scientific knowledge. It was concluded that in the conditions of martial law, the legislative approach to the adoption of new laws, amendments and additions to existing laws should be carried out in accordance with international legal standards, concerning the provision of adequate guarantees for persons exercising the right to work. The analysis of the content of normative legal acts and draft laws led to the development of relevant proposals in connection with the fact that the concept of the profile of the law should reflect a holistic approach to occupational safety and health, with emphasis on measures to prevent occupational accidents; improvement of working conditions (increasing the employer’s liability for violations of legislation in the specified area, imposing on employees the duty to take care of their own safety and the health of others, etc.).
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 | 0.001 | 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