Bibliographic record
Abstract
On 13 Mar, a visitor to northernmost New Hampshire found finches virtually everywhere along the last roughly 80 km of road between Columbia and Pittsburg and the Canadian border.Purple Finches were the most abundant species; the day-total of 572 included 110 in Columbia, 100 in Clarksville, and 90 in Pittsburg.Pine Siskins numbered 510 on the day, and White-winged Crossbills totaled 135 (RSH).Many males of the latter two species were singing and displaying, and at least one siskin was seen collecting nesting material.The southernmost records of crossbills included 2 White-wingeds in Canton, MA 26 May (E.Nielsen) and 6 Reds in Chatham, NH 19 Apr (B.CrowIcy).A European Goldfinch visited a feeder in Pepperell, MA 28 Mar-4 Apr (ph.J. Nevard).Addendum: The presence of a Brown Booby on a beach in Hull, MA in 'lune or July of 2005" came to light when a non-birding beachgoer (ph.M.
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.005 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".