The Nebraska Bird Review Annual Color Photo Section
Bibliographic record
Abstract
Virginia Rail and chick, Washboard Road, North Platte, Lincoln Co., 28 June 2023. Photo by Boni Edwards. American Coot, Eagle Scout Lake, Hall Co., April 2020. Photo by Colleen Childers. Hudsonian Godwit, Marsh Wren Community Wetlands, Lancaster Co., 21 May 2022. Photo by Kirill Belashchenko. American Avocet, N.P. Dodge Park, Omaha, Douglas Co., 2 May 2023. Photo by Thane Dinsdale Female Cape May Warbler, photographer's backyard, Bellevue, Sarpy Co., 10 May 2022. Photo by Loren Padelford. Male Cape May Warbler, Ft. Niobrara NWR, Cherry Co., 13 May 2022. Photo by Gordon Warrick. Tennessee Warbler, Fontenelle Forest Wetlands, Sarpy Co., 24 May 2023. Photo by Madeline Eggink American Redstart, Fontenelle Forest Wetlands, Sarpy Co., 15 May 2023. Photo by Barb Rimel. Canada Warbler, Walnut Grove Park, Omaha, Douglas Co., 15 May 2023. Photo by Tommy Childers. Leucistic American Robin, photographer's backyard, North Platte, Lincoln Co., 12 Nov 2018. Photo by Boni Edwards. Juvenile American Robin, photographer's yard, La Vista, Sarpy Co., 28 June 2023. Photo by Mary Clausen. Mississippi Kite, North Platte, Lincoln Co., 11 Aug 2021. Photo by Boni Edwards. Mississippi Kite with chick, North Platte, Lincoln Co., July 2018. Photo by Colleen Childers. European Starling, Lake North, Columbus, Platte Co., 9 June 2023. Photo by Tommy Childers Philadelphia Vireo, photographer's backyard, Papillion, Sarpy Co., 17 May 2023. Photo by Phil Swanson. American Tree Sparrow, photographer's yard, Omaha, Dougas Co., 24 Feb 2017. Photo by Rachel Hall. Carolina Wren, Walnut Grove Park, Omaha, Douglas Co., 20 Nov 2020. Photo by Elizabeth Winter American Goldfinch, photographer's yard, Omaha, Douglas Co., 10 Aug 2020. Photo by Rachel Hall. Lapland Longspur, County Road N, Burt Co., 3 Jan 2021. Photo by Elizabeth Winter. American Kestrel, Holmes Lake Park, Lincoln, Lancaster Co., 27 Nov 2022. Photo by Kirill Belashchenko. Nashville Warbler, photographer's backyard, Omaha, Douglas Co., 11 May 2019. Photo by Rachel Hall. Kentucky Warbler, Fontenelle Forest Nature Center, Bellevue, Sarpy Co., 5 June 2022. Photo by Elizabeth Winter. Louisiana Waterthrush, Fort Niobrara NWR, Cherry Co., 26 May 2022. Photo by Gordon Warrick. Scissortailed Flycatcher, Lincoln, Lancaster Co., 6 July 2023. Photo by John Carlini Eastern WoodPewee, North Loup SRA, Howard Co., 21 May 2023. Photo by Rita Flohr. Blackthroated Blue Warbler, photographer's backyard, Papillion, Sarpy Co., 22 Sept 2022. Photo by Phil Swanson. Yellowbellied Flycatcher, photographer's backyard, Papillion, Sarpy Co., 20 May 2023. Photo by Phil Swanson Ruddy Turnstone, Lake North, Columbus, Platte Co., 10 May 2023, Photo by Colleen Childers. Piedbilled Grebe, Pawnee Lake SRA, Lancaster Co., 3 May 2023. Photo by John Carlini. Bald Eagle with fish, Zorinsky Lake, Omaha, Douglas Co., 21 April 2023. Photo by Barb Rimel Whimbrel, Smith WPA, Clay Co., 7 May 2023. Photo by Rita Flohr Trumpeter Swans, Offutt Base Lake, Sarpy Co., 10 Dec 2022. Photo by Babs Padelford Redthroated Loon, Lewis & Clark Lake, Knox Co., 26 April 2023. Photo by Mark Brogie
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.301 | 0.185 |
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".