Bibliographic record
Abstract
Hawks are diurnal (daytime) birds of prey and hunt during daylight hours, filling the same ecological niche as owls do by night. Hawks prey on many destructive rodents, including rats and mice. They also eat large quantities of beetles and insects, which helps prevent insect damage to gardens and crops. Protected by law, hawks should not be harmed because they act as a natural control on many pest populations. Hawks belong to a group of birds with the scientific name Falco iformes. This large group of birds of prey, or raptors as they are also called, includes hawks, eagles, falcons, harriers, osprey, and kites. The harrier is a marsh hawk, the osprey a fish hawk, and kites are hawks living in tropical climates such as Florida. This diverse group of birds also includes vultures. Worldwide, there are over 200 species of diurnal birds of prey, ranging from the small 3 to 8 ounce sharp-shinned hawk which occurs from Alaska to the southern United States to the immense 20 pound harpy eagle which occurs in South America. The largest North American hawk is the ferruginous hawk, which inhabits the Great Plains and western Canada. It has a wingspan of 4 1/2 feet, almost eagle-sized. In the northeast, hawks usually breed in late spring. Large hawks usually lay one to three eggs each year, while smaller hawks produce three to five eggs. Incubation takes about 3 to 6 weeks, depending on species. After hatching, the young hawks reach maturity quickly in from 4 to 11 weeks and leave the nest (fledge), but
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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.937 | 0.935 |
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".