<i>Birds of the Rocky Mountains</i>—Species Accounts, pages 76–109: Swans, Geese and Ducks
Bibliographic record
Abstract
Tundra (Whistling) Swan (Cygnus columbianus) Trumpeter Swan (Cygnus buccinator) Greater White-fronted Goose (Anser albifrons) Snow Goose (Chen caerulescens) Ross' Goose (Chen rossii) Canada Goose (Branta canadensis) Wood Duck (Aix sponsa) Green-winged Teal (Anas crecca) American Black Duck (Anas rubripes) Mallard (Anas platyrhynchos) Northern Pintail (Anas acuta) Blue-winged Teal (Anas discors) Cinnamon Teal (Anas cyanoptera) Northern Shoveler (Anas clypeata) Gadwall (Anas strepera) Eurasian Wigeon (Anas penelope) American Wigeon (Anas americana) Canvasback (Aythya valisineria) Redhead (Aythya americana) Ring-necked Duck (Aythya collaris) Greater Scaup (Aythya marila) Lesser Scaup (Aythya affinis) Harlequin Duck (Histrionicus histrionicus) Oldsquaw (Clangula hyemalis) Black Scoter (Melanitta nigra) Surf Scoter (Melanitta perspicillata) White-winged Scoter (Melanitta fusca) Common Goldeneye (Bucephala clangula) Barrow's Goldeneye (Bucephala islandica) Bufflehead (Bucephala albeola) Hooded Merganser (Lophodytes cucullatus) Common Merganser (Mergus merganser) Red-breasted Merganser (Mergus serrator) Ruddy Duck (Oxyura jamaicensis)
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".