Bibliographic record
Abstract
Deep Basin Gas” is an unconventional gas accumulation with an upside-down relation of water to gas in a special trap and its major formation conditions include gentle structure,tight reservoir and succeeding gas source.The Upper Paleozoic in E′erduosi Basin is of the geological conditions of forming the deep basin gas because of its tight rocks and gentle structure and the existence of coal measure strata which can generate a great number of natural gas;meanwhile it also possesses a regional upside-down relation of water to gas and the properties as wide-distributed abnormal formation pressures and gas shows in the central part of the basin.Therefore it is undoubted that the natural gas accumulation in the Upper Paleozoic in E′erduosi Basin is the deep basin gas.However there is still a certain difference between it and the “Deep Basin Gas” found in Alberta of Canada because of its wide-distributed hydrocarbon generation series of strata and the reservoirs with a very bad connectivity.The determination of the deep basin gas means a giant resource potential.Currently it is necessary for gas exploration to survey the relatively high permeability area where the reservoir may be put into production with existing technological conditions.Such a stimulation which mainly uses a large-scale fracturing should be adopted when the reservoir is being put into production and it is ,meanwhile,very important to pay attention to preventing the reservoir from being damaged.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".