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
In India, locally mined asbestos is not enough for its current needs, hence a great deal of asbestos is imported from Canada. Asbestos products manufacturers have prevailed upon the government to reduce tariffs on imported material. The efforts of the health and safety professionals who joined with nongovernmental organizations to form the Ban Asbestos Network of India (BANI) are being consistently sabotaged by the industry, using its influence and false propaganda that chrysotile asbestos can be safely used in a controlled manner. Weak legislation and lack of data are being exploited by the industry to convince policymakers that asbestos use in India has caused no major health problems. Despite this, the ban-asbestos movement has gained momentum and was able to persuade government to consider banning asbestos use. With the growing strength of the movement it is expected that asbestos manufacturers may find it increasingly difficult to manipulate the government in the future.
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) | 0.000 | 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) | 0.002 | 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