THE STRUCTURE OF LITHIUM-CONTAINING SILICATE AND GERMANATE GLASSES
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
L'addition d'oxydes d'alcalins a la composition d'un verre silicate cause la disruption de la trame siliceuse et la formation d'atomes d'oxygene non chevauchants, rattaches a seulement un atome de Si, et donc des especes Q n . Les compositions de verre siliceux lithiniferes se comportent differemment des verres contenant un autre alcalin. L'addition de Li 2 O aux compositions a base de silicate et de germanate genere des groupes Q 2 a faible teneur en Li. De plus, la formation preferentielle d'un tel groupe est encore plus marquee pour les compositions a base de germanate que pour celles a base de silicate. Nous preconisons un mecanisme impliquant la liaison du Li a une paire d'atomes d'oxygene non chevauchants, faisant donc partie de groupes adjacents de tetraedres Q 2 , assurant ainsi une coordinence quatre du Li, dans un agencement planaire carre.
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 | 0.001 | 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