Reference surface and subsurface sections of the Besa River Formation, Liard Basin, British Columbia
Bibliographic record
Abstract
The Middle Devonian to Upper Mississippian Besa River Formation (currently being elevated to a group by other authors) is a thick (300-1000 m) gas-prone succession of organic-rich basinal shales, bedded chert, and fine-grained limestone widely preserved in the Liard Basin of British Columbia, Yukon Territory, and Northwest Territories. The Besa River contains a major frontier shale-gas prospect in the Famennian to lower Tournaisian Exshaw Member and underlying informal Patry unit. The internal stratigraphic framework of the Besa River is poorly known and warrants intensive study because of its substantial economic significance. This report provides illustrated descriptions, lithologs, and spectral gamma surveys of one outcrop and three cored sections of the Besa River in the Liard Basin of B.C. and in the adjacent western part of the Horn River Basin. This study is part of the joint activity of Geological Survey of Canada, Korea Institute of Geoscience and Mineral Resources (KIGAM), and Filippo Ferri of B.C. Ministry of Natural Gas Development.
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 | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".