Bibliographic record
Abstract
Fluoride emissions from an aluminum plant in New York State just west to the bridge to Cornwall, Ontario, Canada, are in compliance with New York State and U.S. Federal standards. Ambient air fluoride virtually never exceeds New York State standards. In a New York State dairy farm, downwind from the aluminum plant about 40% of the time and with the fields within 1300 to 2800 m from the plant, fluoride contamination of forage ranged from 13 to 25 ppm, well below the 40 ppm which is the "tolerance" level by National Academy of Sciences. Sixty-three of 82 dairy cattle on that farm were slaughtered in 1979 because of chronic fluoride poisoning. In the 19 cattle left on the farm in June, 1979, there was no dental fluorosis in calves less than 4 months of age, mild to moderate dental fluorosis in older calves and heifers and severe dental fluorosis in the 4 young adult cattle. Ash fluoride in a stillborn calf was 280 ppm and in the oldest cattle 2800; the increase was significantly correlated to age. It is concluded that New York State and U.S. Federal standards for fluoride emissions, New York State standards for ambient air fluoride and National Academy of Sciences "tolerance" levels for ingestion of fluoride do not protect cattle health.
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 | 0.002 | 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) | 0.001 | 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".