Mortality and Cancer Incidence in Aluminum Smelter Workers
Bibliographic record
Abstract
OBJECTIVE: To determine the mortality and cancer incidence of aluminum smelter workers. METHOD: The experience of 17,089 workers between 1950 and 2004 was studied. RESULTS: There were 25 deaths/47 female incident cancers and 6350 deaths/3984 male incident cancers. Mortality was significantly elevated for chronic obstructive pulmonary disease, Alzheimer disease (likely influenced by regional factors), all cancers, stomach, bladder, and lung cancers. Incidence was significantly elevated for bladder, lung, and laryngeal cancers. Digestive, lung, and bladder cancer mortality and lung, bladder, and buccal cancer incidence increased significantly with benzo(a)pyrene (B(a)P) exposure. Over time lung cancer risk has diminished but bladder cancer risk has not. CONCLUSIONS: Bladder cancer incidence was not increased at B(a)P exposures below 40 μg/m·yr. Occupational origins for other cancers occurring above expected rates but probably unrelated to B(a)P exposure cannot be excluded. In the prebake plant, nonsignificant increases of lung cancer were observed between 2000 and 2004.
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.
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 | 0.000 | 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".