Nechako NATMAP Project overview, central British Columbia, year five
Bibliographic record
Abstract
In this last year of the project, activities have been primarily laboratory and office research, compilation, and documentation of results, and presentations at various venues. Some fieldwork was done to constrain optional interpretations, and to initiate post-project follow-up studies. A suite of bedrock maps has been produced covering the Fort Fraser, parts of Nechako River, the east half of the Manson River NTS sheets, and the Babine Porphyry Belt. In addition, surficial geology maps were produced for these same areas including Manson River, and part of western Prince George. Computer GIS products and some maps will contain the geology base integrated with till, lake, lodgepole pine, and lithological chemical data sets. In addition magnetic, gravity, DEM, and RADARSAT maps are being integrated with lithological and structural maps. Research into, and integration of, Quaternary geology, structure and tectonics, paleontology, tectonostratigraphic terrane characterization, metallogenesis, and isotopic chemical signatures continues.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".