Gas hydrates production——in case of mallik test well
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
Mallik gas hydrate production test well was the first International Continental Scientific Drilling Program(ICDP) executed within Canada and leaded by Canada.The purposes of this program were to conduct short term but continuous gas hydrate production in several different ways and to assess the environmental implications of gas hydrate production activity under a multidisciplinary frame.The well location was chosen on the Beaufort Continental Margin,at the north most Mackenzie Delta,which is an area rich of oil and gas in Northwest Territories of Canada.Three holes with 40 m apart were drilled.The middle served as the production well,while the other two besides as the observation wells.Pressuredrawdown and thermal-stimulation were used on the middle hole during the production test.Before this program,based on the production modeling studies,we only known that by pressure-drawdown and thermal-stimulation,gas hydrate dissociation could be fast enough for the gas production,but the economic feasibility remain unknown.The Mallik test result for the first time proved the economic feasibility of gas hydrate production by means of either of pressure-drawdown or thermal-stimulation or the two methods combined.The result also shown that when combined the pressure-drawdown and thermal stimulation together we will get the highest gas production rate.
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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 | 0.001 |
| 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