Thermal Springs of Gandll K’in Gwaayaay (Hot Spring Island) Gwaii Haanas National Park Reserve
Bibliographic record
Abstract
The Gandll K’in Gwaayaay (Hot Spring Island), British Columbia Canada, geothermal system showed significant response to the October 27 2012 Haida Gwaii earthquake, including temporary flow stoppage. This indicates linkage between the hydrogeological system and seismic activity on the nearby fault. A study was initiated to assess how the spring system has changed in response to the earthquake in 2012, and whether it is it still changing, has it reached a new equilibrium and, if it has, what are the parameters of the new equilibrium. Linkages of the flow regime to seismic moment release and surface deformation measurements near Haida Gwaii were also investigated to assess if there is potential that changes in spring flow and/or chemistry may provide precursor information of near-future seismic activity. Results of this study may be used to inform decisions involving visitation by tourists, management and development of site facilities, and monitoring of the unique ecology at this site.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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 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".