Alcohol consumption and work-related health problems: Exploring the perceptions of Nigerian informal automobile artisans
Bibliographic record
Abstract
Alcohol consumption is one of the leading factors that lead to work-related health problems worldwide. However, alcohol consumption among informal workers in developing countries is unknown. Using a qualitative method; this study explores the perception of the informal automobile artisans in Nigeria about alcohol consumption and its contribution to workplace health problems among the working population. Data were collected through in-depth interviews with a purposive sample of 43 automobile artisans from Osun State. Thematic analysis was done using MAXQDA 2020 software. The artisans identified a range of injuries and illnesses. They described the severity of these work-related health problems (WHPs) as either minor, serious or very serious. Moreover, the study shows the prevalence of alcohol consumption among the group. The artisans noted that alcohol consumption is one of the major causes of accidents and injuries among members. They further explained that members take alcohol to get strength for their tasks. The study concluded that using the workplace as a platform to address alcohol consumption is critical to promoting a healthy and productive work environment.
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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 | 0.004 | 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 | 0.001 |
| 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".