Bibliographic record
Abstract
The collection is extremely strong in diversity of island species throughout the world. Also the collection contains significant historical collections of importance: James Henry Fleming, James A. Munro, Hoyes Lloyd, part of the Haverschmidt collection from the Guyanas, R. G. Lanning, H.B. Haugh collection of birds eggs from Southern Ontario. The Fleming collection, once considered the most comprehensive private collection of birds in North America, contains many unique collections from Africa, Europe, India, China, and Island Archipelagos of the world. Representative collections of the magnificent Birds of Paradise (Passeriformes; Paradisaeidae) and Bower Birds (Passeriformes; Ptilonorhynchidae) (from the Fleming Collection) has been described as within the top 10 in world by researchers. Sub-collections of the J.H. Fleming, J.A. Munro collections are considered historically significant to the Ornithological community. Other significant collections are The New World Sparrows (Passeriformes: Emberizidae); the North American Wood Warblers (Passeriformes: Parulidae); Shorebirds, Gulls and Auks (Charadriiformes) and the Chicken-like birds (Galliformes) of North America, New World Vireos and Allies (Passeriformes: Vireonidae). The study skin collection contains one of the largest collections in the world of extinct birds including 132 Passenger Pigeon specimens (skins) and New Zealand Huias famed for their sexually dimorphic bills. 1 specimen of the extinct Labrador Duck (1 of 54 mounted skins in world). 1 specimen of the extinct Great Auk (1 of 78 mounted skins in world), miscellaneous skeletal parts of Great Auk specimens, 14 specimens of the extinct Carolina Parakeet and many other species. The skin collection contains historically significant holdings of the highly endangered Hawaiian Honeycreepers (Passeriformes: Fringillidae Drepanididae) from the Fleming collection, 1840s through to 1913, and the famous Darwin’s finches. The frozen tissue collection contains the largest collection of blood and DNA from endangered kiwi populations in New Zealand, as well as bone shavings and DNA from the 14 extinct species of giant moas. Extensive series of New World Owls. Extensive series of New World Flycatchers. Large series of New World Sparrows.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.308 | 0.109 |
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".