Bibliographic record
Abstract
birds at Okee-Tantie, Okeechobee 27 Jul (BP, PGr et al.) furnished the first breeding report for L. Okeechobee and the northernmost inland breeding report in Florida.Perhaps foreshadowing eventual breeding in the state, an ad.male Scissor-tailed Flycatcher enlivened Alachua, Alachua 29 Jul 0Me, ph.).VIREOS THROUGH ORIOLES Two Black-whiskered Vireos (including one in song) at Green Key 12-14 Jun (KT et al., ph.) provided the first Pasco report in more than 25 years.For the 4th consecutive summer, Purple Martins bred in cavities in cabbage palm snags at Viera Wetlands (DF).Early swallows at Lake Apopka N.S.R.A. included 3 Banks and 2 Cliffs 15 Jul (HR); other migrant Cliff Swallows were singles at Lake City 11 Jul (PB) and St. Marks N.WR.28 Jul (MH).Additional proof that Common Mynas are colonizing the cen-Gulf coast was provided by one near Clearwater, Pinellas in midiJun (DI)."Fall" migration for warblers begins during summer; earliest reports for some species were a Louisiana Waterthrush at Ichetucknee Springs S.P, Columb/a 26Jun (MF), a Black-and-white Warbler at Gainesville 6Jul (CL), an American Redstart at St. Augustine, St. Johns 13 Jul (JK), 2 Prairie Warblers at Newhans Lake 18 Jul (RR), and a Yellow Warbler at Green Key 20 Jul (KT).Furnishing the most inland report in Florida, a male olive-backed Western Spindalis was a one-day wonder at J.W. Corbett W.M.A., Palm Beach 16Jul (MBa, ph.).A Lark Sparrow at Gulf Breeze, Santa Rosa 22 Jul (BD) established the earliest "fall" report for Florida.Thirty singing Seaside Sparrows enlivened the end of "The Road to Nowhere," Dixie 7 Jun (BA).Rare summer reports of Bobolinks were one at St. Sebastian Preserve S.P, Brevard 23 Jul (DS) and 2 at Cape Florida S.E, Miami-Dade 24Jul (RD).Shiny Cowbirds are rare in the cen-pen., so singles at Tampa, Hillsborough 2 Jun (LS, DWs) and along County Line Rd., Hillsborough and Mariatee 1 Jul (BA) were noteworthy.Seldom detected when southbound, an Orchard Oriole graced Southern Glades Wildlife and Environmental Area, Miami-Dade 25 Jul (RD), while a male Baltimore Oriole at Gulf Breeze 13 Jun (BD) was quite unseasonable.Unestablished exotics: A White-faced Whistling-Duck at Ellenton, Manatee 21 Jun (C.Beaton) represented the latest report of this presumed exotic.Egyptian Geese are now breeding in Okaloosa, with 12 there 22 Jun (DWr).Two Common Shelducks graced the Everglades Agricultural Area 28 Jul (BR et al.), as did a Yellow-collared (Masked) Lovebird near Corkscrew Swamp Sanctuary, Collier 23-28 Jul (JMc, ph.).At least one House Crow (missing several toes) persists at Nokomis Beach Park, Sarasota 10Jun (BP, LG).
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 | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.393 | 0.102 |
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".