Bibliographic record
Abstract
strikingly than the appearance of a Philippine bird book for boys and girls with a diagram of a Hornbill on the cover and colored plates and cuts of various species by a native artist, Macario Ligaya!The text by R. C. McGregor and Elizabeth J. Marshall is printed in extra large type and is very popular and conversational in character to attrac• the attention of the young reader, bu• i• carries nevertheless reliable information on the habits of the species and a plea for their protection.Misses Baxter and Rintoul on some Scottish Breeding Ducks.s--This little work presents an historical record of the nestings of a number of species of ducks in Scotland with detailed accounts of the character of their occurrence in the several counties and abundant references to sources of information.The species considered are the Gadwall, Wigcon, Shoveller, Pintail, Pochard, Eider, Common Scorer, Goosander and Red-breasted 1 Secretary of Society Jos.Matte, Roads Dept.Prov. of Quebec, P. Q. • Studies 1• the Tyrannidae.II.The Restricted Genus Mylobius.By •V.
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 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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.006 | 0.008 |
| Science and technology studies | 0.009 | 0.004 |
| Scholarly communication | 0.012 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.185 | 0.029 |
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".