Bibliographic record
Abstract
Grizzly attacks hiker After a hiker was found dead in Yellowstone National Park, park officials captured a female grizzly bear (Ursus arctos) suspected of the attack, according to the National Park Service (NPS). Turkeys chase golfers: no birdies today A pair of young, male eastern wild turkeys (Meleagris gallopavo silvestris) have been causing problems for King’s Forest Golf Course in Ontario, Canada, The Hamilton Spectator reported. Deer break into flower shop As the owners of a flower shop in Luzern County, Pennsylvania, locked up their store and headed home for the evening, 2 white-tailed deer (Odocoileus virginianus) smashed through the front window and trashed the shop’s back room and showroom, according to the local Times Leader (2015). Rabid raccoon attacks woman While a woman in Maryland was cleaning her car, a raccoon (Procyon lotor; Figure 1) jumped from nearby bushes and bit her several times, The Star reported. Love is in the air … and on the ground Students taking summer classes at the New Mexico State University had to pay attention to more than just their studies, recently. A breeding pair of Swainson’s hawks (Buteo swainsoni; Figure 2) took up residence on the campus during the summer and acted aggressively toward students walking past their nest, according to Las Cruces Sun-News (2015). Eagle attacks drone An Australian man’s unmanned aerial vehicle (drone) was damaged when it was swatted out of the sky by a wedge-tailed eagle (Aquila audax) as the man guided the machine over a wooded area near his home in Melbourne, Australia, The Guardian reported. Hogs tear up football field Players of a Houston, Texas, high school football team got a surprise when they showed up for practice, only to find their field destroyed by overnight rooting of wild hogs (Sus scrofa; Figure 4).
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 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.591 | 0.485 |
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".