Bibliographic record
Abstract
The new mining legislation was set by Xat'sull (Soda Creek), T'exelc (Williams Lake Indian Band), Tsq'escen (Canim Lake) and Stswecem'c/Xgat'tem (Canoe & Dog Creek) First Nation groups and covers an area of 5m ha (50,000km[superscript]2 ) in the Cariboo and Chilcotin regions in BC. BC hosts several industrial minerals projects including Taseko Mines and Commerce Resources' niobium projects, International Montoro Resources' Chucinka rare earths, Heemskirk Consolidated's Moberly frac sand, Encanto Potash Corp.'s Muskowekman potash and Eagle Graphite Corp's graphite projects. Bev Sellars, chief of the Soda Creek First Nation, said that the group has been continuously ignored by mining operators in BC, with some of the companies claiming not to know what First Nations want, due to the lack rules to play by.
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) | 0.000 | 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".