BOTANOGEOCHEMICAL ANOMALIES IN GONGPOQUAN AREA AND THEIR INDICATOR SIGNIFICANCE
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Bibliographic record
Abstract
Using the biogeochemical method, the authors made regional botanogeochemical experimental researches in the Gongpoquan copper ore district of Beishan area. It is shown that some desert plants have good ore-indicating significance to some elements in their living environments, that the plants of that area demonstrate especially strong correlation with copper in Quaternary coarse fragments within ravines and valleys, and that their regional distribution also assumes some similarity. In some districts, plants are comparable with coarse fragments in contents of such elements as Zn, As and Co. It is also concluded that in vegetation survey of this area, Cu, Zn, Ag and Pb have ore-prospecting indicator significance, whereas Mo, As and Co have no special tracing significance for copper deposits.
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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 | 0.000 | 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) | 0.003 | 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