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
Asbestos is a term referring to six naturally occurring silicate materials used commercially for their intrinsic properties of high tensile strength, heat and fire resistance, as well as acoustic and thermal insulation. The English name is derived from a Greek term meaning “inextinguishable.” Aside from its fire retardant properties, humans also discovered early on that asbestos fibres were strong enough to be woven—such that the traditional Chinese character for asbestos 石棉 actually means “stone cotton.” Asbestos fibres occur in two natural configurations, amphibole and serpentine, with a derivative of the latter (chrysotile), accounting for around 95% of all asbestos used around the world. Being more flexible than the amphibole forms, chrysotile asbestos was the most commonly used variant throughout the 20th Century—often as asbestos cement roofing, wall sheeting, water storage tanks and brake pads. Chrysotile mining began in Quebec, Canada, in the late 1870s, and by the 1980s, consumption of asbestos products in the United States alone, had exceeded half a million tons per year.
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 | 0.000 | 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 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.017 | 0.002 |
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