Bibliographic record
Abstract
ENE•L NoT•s.•Featherreplacement in the mac•oni pen•in, Eudyptes chrysolophus (Brandt); Extension of range of the ringed pen•in; Wilson's pe•el in interior Florida; Death of a brown pelican (Pdecanus occidentalis); Brown pelican on the co•t of Surinam, Dutch Gffiana; B•by's beak imbedded in black m•lin's back; The little blue heron in Ont•io; •een heron feeds on goldfish; Yeflow-•owned night h•on in Rockingham County, Vir•nia; The wood ibis in Ont•io; Acquked feeding behavi• in m•lards; B•row's goldeneye ne• Waddington, New Y•k; S•f scot• rec•ds from Georgia; Fkst c•rence of the black v•t•e in Ont•io; The Mississippi kite •ong the Savannah Riv• in Geor•a and South C•o•na; Ictinia mi•sippiensis collected in Para-•ay; A new hawk from India; Nesting of Swainsoh's hawk in I•inois; Concen-•ations of b•d eagles on the Mississippi River at Hamilton, I•inois; •mparimn of 1935, 1940, and 1946 populations of nesting b•d eagles in east-central Florida; A new button-quail from New Guinea; The status of the spotted rail, Pardirallus mac•atus, of Chiapas; The Pacific fi•ay of the golden plov•; Aquatic snails eaten by woodcock; Hoploxypterus cayanus in Colombia; A preening ph•arope (LoUpes lobatus); The white-thrmt• pigeon nesting on the •ound on New Caledonia; Identity of Trinidad b•n owls; Sexual selection in w•peckers; A flycatch• new to Lower California; F•ther notes on Em•donax a•nis; A polydactylous jay; Janu•y song in black-capped chick•ee; Bewick wren and common rock •en in Douglas •unty, Kansas; Atypic• copulat•y behavior of a robin; A robin re•s a cowbkd; More veeries brewing in Washin.on,D, C.; Ma•olia w•bler at Lexin•on, Vkgin•, in winter; Ho•ed w•bler in Calhoun County, Michigan ...........
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.940 | 0.925 |
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; the direct Gemma label and the distilled Codex classifier 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".