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 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 | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".