Preliminary results of the Flin Flon Targeted Geoscience Initiative, Saskatchewan and Manitoba
Bibliographic record
Abstract
The objective of the Flin Flon Targeted Geoscience Initiative is to ensure the future of thenorthern mining community of Flin Flon, Manitoba by working with the local mining and exploration companiesto gain a better understanding of the volcanic setting and hydrothermal signatures of the region'svolcanogenic massive sulphide deposits. The Geological Survey of Canada Manitoba Saskatche-wan Laurentian Univeristy project includes regional-scale and detailed oxygen isotope, mineral-chemical,and sulphide trace-element studies, and a 1:10 000 scale crossborder geological compilation of the Flin FlonDomain. Detailed studies include an alteration study of the Baker Patton rhyolite complex, and studies ofvolcanic architecture and hydrothermal evolution of the host stratigraphy to the auriferous Flin Flon Triple7 Callinan volcanogenic massive sulphide deposits.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 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".