Probing the Existence, Credibility and Implementation of Occupational Health and Safety Practices in Paramilitary Organisations in Nigeria
Bibliographic record
Abstract
Occupational Health and Safety Management is an area that is concerned with ensuring the safety, health and welfare of people engaged in work. Workers in paramilitary organisations in Nigeria are much more likely than their counterparts in other agencies to be exposed to poor working environments, health and environmental hazards. To this end, the need to assess the level of implementation and problems of health and safety practices in paramilitary organisations in Nigeria becomes very paramount. The major objective of this study was to the assess occupational health and safety policies and programmes in paramilitary organisations in Nigeria. The study observed that the strategic problems of occupational health and safety in these organisations are ineffective monitoring and enforcement of occupational health and safety policies and inadequate budgetary allocation. The study recommended that adequate budgetary provision should be encouraged and officers should be adequately trained to enable them take proactive measures.
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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 | 0.003 | 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 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".