"Species Accounts," from <i>Nebraska Bird Review</i> (September 2007) 75(3).
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Greater White-fronted Goose: Summer stragglers are rare, but one was in Clay Co 17 Jun (JGJ). Snow Goose: About 25 stragglers or non-migrants were found; largest group was 20 at Harvard Marsh 2 Jun (PD), and westerly, where rare, was one at LM 10 Jun (SJD). Ross's Goose: One at LM 9 Jun (SJD) was only the 3rd Jun record. Canada Goose: Routine reports. Trumpeter Swan: Routine reports. Wood Duck: Routine reports. Gadwall: Routine reports. American Wigeon: A male at LM 9 Jun (SJD) was likely a late migrant; breeding is not known there. Mallard: There is little information on timing of molt to eclipse in Nebraska; thus of interest was a male molting near North Platte 9 Jul (TJW). Blue-winged Teal: Routine reports.
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.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.003 |
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 it