Deadly occupations: Assessing tuberculosis and accidental mortality among male workers in Sydney and Glace Bay, Nova Scotia, 1909–1917
Bibliographic record
Abstract
This study examines associations between occupation and cause of death among 802 working-age males (15 to 64 years of age) who diedin two single-industry communities (Glace Bay and Sydney) in Nova Scotia between 1909 and 1917. Employment in mining and steelmanufacturing is assessed for cause-specific mortality among men who died in Canada’s early industrial era, with a particular focus ondeaths due to tuberculosis (n=140, or 18% of deaths) and accidents (n=225, or 28% of deaths). Factoring in the effects of occupation,age at death, birthplace, community, and marital status, logistic regression results indicate that, among the men who died, occupation is a significant predictor for accidental deaths (relative to all other causes of death) but not for tuberculosis-related deaths. Interpretation of these results is grounded in a broader perspective on the nature of living and working conditions in these two single-industry communities.
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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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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".