Bibliographic record
Abstract
The Mackenzie permafrost,located at Northwest Territories,Canada,is one of the most important gas hydrate inventories all over the world and conventional petroleum basins in Canada.Mallik L-38,2L-38,3L-38,4L-38 and 5L-38 wells for gas hydrate or conventional petroleum have been drilled in the Mallik gas hydrate field,the Mackenzie Delta,and a broad of research activities including regional geology,geophysics,geochemistry,microbiology,logging,production testing and modeling,and etc.,have been undertaken,which accumulated a vast amount of data and technical research papers.Therefore,the Mallik gas hydrate field has come to be known as more scientists and engineers on gas hydrate investigation and research.A suite of well constrained short-term production tests by depressurization and thermal-stimulation techniques were undertaken and successful on the Mallik 2002 Gas Hydrate Production Research Well Program,which confirms the feasibility of natural gas production from gas hydrate.The Mallik 2002 Program is a milestone in gas hydrate exploitation,which has provided a basis for future long-term production test and production strategies.It is believed that the potential of gas hydrate as an energy source is likely become as an energy commodity in the future.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
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) | 0.003 | 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 teacher head, 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".