Bibliographic record
Abstract
The Space Coast Birding and Wildlife Festival was held at Titusville, Brevard County, Florida on 13-17 November 2002.During the birding competition on the last day of the festival, the Canadian Team reported seeing several distant swallows at Brevard Countyõ South Central Regional Wastewater Treatment Facility known as Viera Wetlands.They thought these were either Cliff (Petrochelidon pyrrhonota) or Cave (P fulva) Swallows.Following his participation at the festival, Gardler looked for the swallows on 18 November.The man-made Viera Wetlands are well known for waders, waterfowl, raptors, shorebirds, and open-country passerines.The facility is located in southern Brevard County (28 ø 17' N, 80 ø 46' W) at the west end of Wickham Road (County Road 509), and about 6.4 km north of Lake Washington in the formerly extensive freshwater marsh system of the St. Johns River.This wetland is surrounded by pastures, sod farms, citrus groves, and row-crops.Five impoundmencs (cells), surrounded by a low dike sys-tern with a one-lane unsurfaced road on top, make up the wetland part of the facility (Figures 1 and 2).The impoundments comprise a total of 57 hectares (140 acres), are kept flooded much of the time, and presen] an open expanse of shallow water in an otherwise xeric landscape.Patches of emergent freshwater vegetation form mosaics across open water within each impoundment and in the shallows along the dikes.A few trees and aquatic shrubs are scattered across these wetlands.At about 0830 E5I on the 18th, Gardler stopped on the southmost dike of Cell 1 (Figure 2) to observe swallows foraging low over the water and flying into the strong north-to-northwest wind.Ihe group consisted of Iree (Tachycineta bicolor), Northern Rough-winged (Stelgidopteryx serripennis), and Cave Swallows.Among this collection of swallows was one with a white rump patch, dark upperparts with a greenish cast, and whitish underparts.It did not have the facial pattern or white flank patches of a Violet-green Swallow (T.thalassina).
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".