Bibliographic record
Abstract
In May, 2000, the Northern Climate ExChange (NCE) hosted a workshop in Whitehorse called Taking Action on Climate Change in the Yukon.The workshop provided an opportunity for individuals and organisations in the Yukon to identify what needs to be done to address climate change in the Yukon, and to identify the role of the NCE in carrying out this work.Participants of the workshop recommended that the NCE visit Yukon communities to record community observations on climate change, and discuss what should be accomplished in the Yukon to tackle climate change in the short and long term (Ogden, 2000).A report, called ExChanging Ideas on Climate Change in the Yukon (Ogden, 2001) was prepared to summarize the discussions that took place in Yukon communities on climate change.The report includes an overview of the Yukon climate, as well as climate change scenarios and model projections for the Yukon, and contains a record of the observations and concerns that were shared with us.The following paper summarizes this work.
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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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".