Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This paper presents five cases representing fluoride problems - damage to farmlands, fruits, forests and indigenous plant life, and to farm animals and humans. The first and second cases concern about the aluminium smelters near Fort William and Kinlochleven in Scotland and in Troutdale, Oregon (USA), respectively, were principally related to fluoride toxicity to human and other animals, including livestocks. The effects of fume dispersion of aluminium smelter at Kitimat, British Columbia (Canada) on forest trees and lichen population, and insect ourbreaks are considered as the third case. The next case investigates air pollutant emissions from the industrial complex at Cubatão, São Paulo, Brazil and their effects on human health, vegetation, and on biological indicators and biomonitors. The last case involves a natural source of fluoride (e.g. volcanoes). The distribution of tephra from the eruption of Mt Hekla and other Icelandic volcanoes and the fluoride problems (i.e. dental lesions) following eruptions are discussed.
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.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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 it