Canadian Mineralogist Yol,?.4, pp. 469474 (1986) A COMPARATIVE STUDY OF SOME PEGMATITIC AND FISSURE MONAZITE FROM THE ALPS
Bibliographic record
Abstract
Eleven specimens of monazite from different occurence$ in fissures and pegmatites in the Alps have been analyzed by electron microprobe. For some samples from pegma-tites, unit-cell data have been obtained. Fissure monazite is poorer in nonessential elemenls (Si, Ca, Y, Th, [.I) than monazite coming from pegmatites; tlle latter can in places be extraordinarily enriched in uranium and 1fusrirrm. In all ttre samples, tlte rare-earth distribution shows a low Nd and high Sm content, reliative to the averages given in litera-ture. Appreciable variations of such distribution do occur, especially where large quantities of nonessential elements. axe present. Such deviations, howwer, are irregular. In view of the constancy of the unit
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.254 | 0.130 |
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".