Body Mass Index and Premature Mortality in Physically Heavily Working Men—A Ten-Year Follow-Up of 20,000 Construction Workers
Bibliographic record
Abstract
OBJECTIVE: Although obesity is clearly associated with diabetes and cardiovascular disease, health consequences of being mildly or moderately overweight are less clear in physically heavily working men. METHODS: The association between body mass index (BMI) and mortality was assessed over a 10-year period in a cohort of 19,513 male construction workers, who underwent routine occupational health examination during 1986 to 1992. RESULTS: Among never smokers normal and overweight men experienced similar mortality. Among smokers, we observed a strong U-shaped association between BMI and all-cause mortality, which was lowest for BMI levels between 25 and 35 kg/m after control for potential covariates. CONCLUSIONS: BMI levels commonly considered to reflect overweight may not necessarily be associated with increased mortality in physically heavily working men.
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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 | 0.001 | 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 | 0.001 |
| 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".