SHORT COMMUNICATIONS 883 Refined
Bibliographic record
Abstract
muscovite structure TI~E structure of the 2M 1 polymorph of muscovite has been refined by a least-squares analysis of the data of Radoslovich (1960). The purpose of this communication is to present in one report both the refined atomic co-ordinates and temperature factors and the pertinent bond distances and angles. Previously, Gatineau (1963) has presented refined atomic co-ordinates based on the original data of Radoslovich, and Burnham and Radoslovich (1963-64) have presented interatomic distances and bond angles for two additional 2M 1 micas, one of which was potash rich (K = 0-66) and muscovite-like and the other soda-rich (K = 0"15) and paragonite-like. The refinement was carried out using a modified version of the least-squares and function and error programmes ofBusing, Martin, and Levy (1962 and 1964) translated into Fortran IV. The final atomic co-ordinates and isotropie temperature factors of Radoslovich were used
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.293 | 0.093 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".