Tringa melanoleuca
Bibliographic record
Abstract
Tringa melanoleuca (MGT): breeds from Alaska to eastern Canada and flies through James Bay, British Columbia, Mexico, Central and South America as far as Tierra del Fuego during spring (Piersma et al., 1996). It is a migrant that presents records from August to November for Manaus/AM and Marchantaria Island/AM; it is common during fall, there are small numbers during winter, and only occasional records in spring (Stotz et al., 1992). During the migration south, it occurs in the Pantanal (Morrison et al., 2008) and records suggest that it also flies over the central region of Brazil when returning to the Northern Hemisphere, which reinforces the importance as stopover grounds in the plains and basins of the Tocantins and Araguaia Rivers (Crozariol et al., 2012). The species occurs in all months of the year in Brazil (WikiAves, 2016). Its occurrence during winter months is probably due to immature, non-breeding individuals that remain on wintering areas all year round (van Gills & Wiersma, 1996).
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 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) | 0.007 | 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".