DISCUSSION ABOUT EFFECT AND ADAPTABLITY OF ELECTROMAGNETIC METHOD IN SEEKING WATER IN XINJIANG ARID REGION
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
Different geophysical method, including MT method of V5 system of Canadian PHOENIX CORPORATION, the EH4 system of American GEOMETRICS CORPORATION,the CSAMT method and the TDEM method of V5(2000) system of Canadian PHOENIX CORPORATION and NMR method of NUMIS system of France IRIS COPORATION, was used in Xinjiang drought region for seeking water. This paper discussed the effect, adaptability, fieldwork efficiency, cost etc of different advanced MT method and gives useful advice for seeking water in drought area of Xinjiang using MT method.
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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) | 0.000 | 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