THE APPLICATION OF NEW 1∶200 000 REGIONAL GEOCHEMICAL METHODS TO WUCHAGOU SHEET IN INNER MONGOLIAN FOREST-SWAMP AREA
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
New methods and technologies were used to conduct 1∶200 000 regional geochemical exploration in Wuchagou sheet, Inner Mongolia. The regional geochemical information obtained quite objectively reflects surface geochemical characteristics of lithosphere in this area. Quite a few geochemical anomalies with oreprospecting significance were detected, which, as shown by preliminary inspection, reflect mineralization. Characteristics of geochemical background distribution provide relatively objective geochemical data for the evaluation of resources and environment and the study of basic geology.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.000 | 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