Fostering a Grassroots Approach to Oil Spill and Emergency Response Planning in the Yukon River Watershed's Native Villages
Bibliographic record
Abstract
ABSTRACT The Yukon River Inter-Tribal Watershed Council (YRITWC), a non-profit native organization formed to protect and preserve the Yukon River Watershed, recently supported a project to develop Community Emergency Response Plans (CERP) for their partner villages using a ground-up, or grassroots, approach. The authors developed a model CERP for the Yukon River villages that would allow each community to direct their own response resources and organization in the event an oil spill or other disaster threatened their community. The YRITWC s goal was to provide watershed communities with a simple, user-friendly response manual that was still consistent with other regional, state, and national plans. Therefore, while the Yukon River CERPs were developed specifically to integrate with the Subarea Plan for oil and hazardous substance spills and with other existing regional, state, and national response networks, they are geared toward community responders. The YRITWC views community ownership of the CERP as critical to developing a level of trust and sustaining working relationships with the State and Federal agencies involved in oil spill and emergency response. This paper describes the process used to develop a model CERP that adequately addressed the need for technological and natural disaster response planning in Yukon River native villages and to promote a functional emergency response system in rural, isolated communities.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".