Physical Properties and Paleomagnetic Database for South-Central British Columbia
Bibliographic record
Abstract
ject, south-cen tral Brit ish Co lum bia South-cen tral Brit ish Co lum bia has be come the fo cus of re newed min eral ex plo ra tion ac tiv ity. In re sponse to the dev as ta tion fac ing the re gion’s for ests due to the moun tain pine bee tle in fes ta tion, gov ern ments are sup port ing eco-nomic di ver si fi ca tion with a se ries of pro grams. This re-gion is one of the ar eas iden ti fied for the cur rent Tar geted Geoscience Ini tia tive III (TGI-3), and both fed eral and pro-vin cial geo log i cal sur veys have cre ated pro jects to pro mote min eral and en ergy ex plo ra tion in the Mountain Pine Beetle Infested Zone (BIZ). Mihalynuk (2007) dem on strated that the BIZ (de fined us ing data from the BC Min is try of For ests and Range, 2005) has sig nif i cant min eral in ven tory and min eral ex plo-ra tion def i cits. The re gion has been largely avoided by min-
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.006 | 0.015 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.039 | 0.016 |
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".