THE DISTRIBUTION,DEVELOPMENT AND EXPECTATION OF SHALE GAS RESOURCES
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
The exploration of shale gas resources becomes a focus of the world.The natural gas resources are 636.283×1012 m3 in the world.Shale gas resources are rich in America,most of them are distributed in southern,central and eastern parts.There also are plenty of shale gas resources in China,nearly the same quantity as in America.In America there is the most advanced exploration and exploitation technology,and it is the only country which has the highest exploitation method.Canada has a long history of shale gas exploration and exploitation.China is still at the beginning for the shale gas exploitation.The permeability of the shale rocks is normally very low,so it is difficult to be exploited.Therefore,we need to learn the advanced foreign technology to develop a set of exploitation methods to develop our shale gas reservoirs,and we need the support from the government,increasing environmental protection while development.
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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