A Guide to Waterfowl of the Yukon Flats
Bibliographic record
Abstract
A Guide to Waterfowl of the Yukon Flats. Pamphlet including color photos of the waterfowl with their English and Gwich'in names, and an area map. ca.1pp Comments: In 2005 "A Guide to Waterfowl of the Yukon Flats" was created by Refuge and CATG staff as part of an annual funding agreement. The birds included in each guide are considered culturally and/or biologically significant to the Yukon Flats. For more information or to request copies please contact Education Specialist Shannon Nelson at 800/531-0676 or shannon_nelson@fws.gov. Donated by Jim Kari, 6/9/2014 Citation: Council of Athabascan Tribal Governments, Yukon Flats National Wildlife Refuge. http://www.fws.gov/FieldNotes/regmap.cfm?arskey=21427
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.131 | 0.045 |
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".