Limnodromus griseus
Bibliographic record
Abstract
Limnodromus griseus (MGT): females depart before males and juveniles from breeding areas in Alaska, USA and Canada in early July, and the species overwinters in the USA, Central America and the coast of South America (van Gils & Wiersma, 1996). It seems that individuals fly non-stop when migrating south from North America and across the Atlantic to Suriname, where there are population peaks between September and November; when migrating north, its route seems to go through the coast of Guyana and from there across the Atlantic (Rodrigues, 2000).The species seems to use the coast of MA as a stopover area before flying south between September and December to the wintering areas (Carvalho & Rodrigues, 2011). Records confirm this species' presence in Brazil for PA, MA, PI, CE, RN, SE, BA, RJ and RS mainly from October to March (WikiAves, 2016; MZUSP, MPEG, MNRJ). There are also records between April and September for AP, PA, MA, PI, CE, RN and BA (WikiAves, 2016; MZUSP, MPEG, MNRJ), probably of non-breeding individuals, since several one-year-old shorebirds mostly stay on wintering grounds through first summer (Cristol et al., 1999).
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
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".