Bibliographic record
Abstract
As Tl[tI•;SE pages go to press we are ill receipt, through the kindness of the publishers, of Miss Maria R. Audubon's 'Audubon and his Journals.'l A hasty examination of these snmptuonslyprinted volnines is sufficient to show that MissAndubon has presented ns with a work of fascinating interest to all ornithologists and bird-lovers• and one which must also appeal strol•gly to the sympathies of the general reader.The story of his romantic life, told briefly in the first volume, is of absorbi•]g interest.Following this are the Enropeau, Labrador, and Missouri River 'Journals,' and the ' Episodes,' the latter for the first time collectively reprinted from the first three volume5 of the 'Ornithological Biographies.'The illnstrationsincludea dozen portraits of Audubon, most of them heretofore unpnblished, and also portraits of his xvife, and his sous, John and Victor.There are alsoviexvs of his mill in Kentucky and of his home mansions in Pennsylvania, besides various cmnp scenes and previously unpublished sketches of birds, including a pencil sketch of Townsend's Bnnting.The geographical and zoSlog-ical annotations by Dr. Coues add further interest to the work.
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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 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.552 | 0.494 |
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".