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
The Quartz Corp., which owns a 30,000 tpa high purity quartz (HPQ) facility in Norway and mines in Spruce Pine, US, and Norway, has told IM that the market for HPQ is positive, with demand continuing to grow in the main end use sectors. At the Malvina project located 200km east of Montreal, Quebec Quartz recorded a weighted average of 99.57% silica (SiO[subscript]2 ) for its eight samples, which the company claimed proved the suitability of the resource for HPQ feedstock and silicon metal applications. Earlier in January, Quebec Quartz logged an average of 99.46% quartz at its Montpetit Quarry site, from nine out of 10 drill cores. Silica from the property, which is located 7km south of Saint Clotilde de Chateauguay, a suburb of Montreal, could be used in HPQ sand end uses, in addition to HPQ and silicon metal applications, the company said.
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 | 0.000 |
| 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 it