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
Some minerals are of interest both in fundamental and applied sciences. This is especially the case for ettringite Ca 6 Al 2 (SO 4 ) 3 (OH) 12 ·26H 2 O (hexagonal). As a secondary mineral, it was described in 1874 in limestone xenoliths from the Eifel volcanic area in Germany. As a synthetic phase, in the same decades following its discovery in nature, it was recognized in cementitious material as hydrated calcium sulphoaluminate, eventually leading this phase to be known as ‘Candlot's salt’ in honour of the pioneering work of the French chemist Edouard Candlot who studied cement hydration. As ettringite‐group minerals cover a wide chemical range, it may also be an interesting mineral to consider for long‐term stabilization of toxic wastes such as heavy metals (Cr, Se,…) or boron, which might thus be of interest also for radioactive waste management.
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) | 0.020 | 0.001 |
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