Geotechnical database and descriptions of permafrost monitoring sites established 2006-2010 in the northern Mackenzie Corridor, Northwest Territories
Bibliographic record
Abstract
The Geological Survey of Canada, of Natural Resources Canada, and Indian and Northern Affairs Canada conducted a field program between 2006 and 2010 to address gaps in baseline environmental information in the northern Mackenzie Corridor. Ground thermal data were collected from seven sites along the proposed hydrocarbon development corridor between Inuvik and the Niglingtak anchor field. In addition, soil samples were collected at six new field sites for laboratory testing. Geotechnical and geochemical information, together with near-surface and ground temperature data from these sites has been compiled in a relational database presented. Graphic presentations of the data are provided along with information on site characteristics and photographs. Also provided are ground penetrating radar profiles acquired from some of these sites, and from related terrain. The data provide useful baseline information to users including those involved in planning northern development, infrastructure design and the regulatory process.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.006 | 0.013 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.015 | 0.004 |
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".