A REVIEW ON THE MINERALOGY OF STIBNITE IN HYDROTHERMAL GOLD DEPOSITS
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
Stibnite is an important mineral in hydrothermal gold mineralization systems. The study of stibnite mineralogy is an integral part of the study of the mineralization mechanism of hydrothermal gold deposits. The mineralogical characteristics of stibnite mainly include physical structure and chemical composition characteristics. The author reviews the morphology, unit cell parameters, infrared spectrum, electron paramagnetic resonance spectrum and other physical characteristics of stibnite in hydrothermal gold deposits, as well as rare earth trace elements, The geochemical characteristics of sulfur isotopes, the application of antimony isotopes, the gold content of stibnite in hydrothermal gold deposits, and many other aspects.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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