A FEASIBILITY STUDY INTO MONITORING DEFORMATION IN THE NIGLINTGAK REGION OF THE MACKENZIE DELTA
Bibliographic record
Abstract
This paper reports on a feasibility study for the monitoring of both natural trend, and subsidence due to gas extraction, in the continuous permafrost area of the Mackenzie Delta in Northwest Canada. A base study, including hydrological and cryo-geological considerations was performed, followed by the examination of different types of monitoring method, both areal and point observation, and their potential to solve the particular problems associated with monitoring in this area. A solution was sought that would be able to be implemented without extensive further research work being undertaken. For this reason, a rigorous DGPS solution was recommended, with further studies being made into the required geometry of point monuments, their stability in permafrost over the period of the monitoring regime, and the performance of DGPS in the measurement of subsidence at latitude of 69 degrees north. 1.
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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 | 0.001 | 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 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".