Waterfowl of North America: Black & white photographs (following page 210)
Bibliographic record
Abstract
Fulvous Whistling Duck, Pair Cuban Whistling Duck, Pair Black-bellied Whistling Duck, Pair Mute Swan, Subadult Mute Swan, Adults Trumpeter Swan, Pair Whistling Swan, Adult White-fronted Goose, Adult White-fronted Goose, Adult Lesser Snow Goose, Adult Lesser Snow Goose, Adults Ross Goose, Adults Emperor Goose, Adult Aleutian Canada Goose, Adult Cackling Canada Goose, Adult Atlantic Canada Goose, Pair Baffin Island Canada Goose, Pair Barnacle Goose, Female and brood Pacific Brant Goose, Pair at nest Pacific Brant Goose, Adult Muscovy Duck, Adult male Wood Duck, Adult male Wood Duck, Pair resting European Wigeon, Adult males European Wigeon, Pair American Wigeon, Adult male American Wigeon, Pair Falcated Duck, Adult male Falcated Duck, Pair
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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; both teacher heads agree on what is shown here.
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".