2023 AOS Harry R. Painton Award to Natália Stefanini Da Silveira and Honorable Mentions to Rachael W. Herman and Sarah P. Saunders
Bibliographic record
Abstract
Journal Article 2023 AOS Harry R. Painton Award to Natália Stefanini Da Silveira and Honorable Mentions to Rachael W. Herman and Sarah P. Saunders Get access Sara Oyler-McCance, Sara Oyler-McCance U.S. Geological Survey, Fort Collins Science Center, Fort Collins, Colorado, USA Corresponding author: soyler@usgs.gov Search for other works by this author on: Oxford Academic Google Scholar Brooke Bateman, Brooke Bateman National Audubon Society, New York, New York, USA Search for other works by this author on: Oxford Academic Google Scholar Nathan Cooper, Nathan Cooper Migratory Bird Center, Smithsonian’s National Zoo and Conservation Biology Institute, Washington, DC, USA https://orcid.org/0000-0002-4667-1542 Search for other works by this author on: Oxford Academic Google Scholar Kevin C Fraser, Kevin C Fraser Department of Biological Sciences, University of Manitoba, Winnipeg, Manitoba, Canada Search for other works by this author on: Oxford Academic Google Scholar Elizabeth MacDougall-Shackleton, Elizabeth MacDougall-Shackleton Department of Biology, University of Western Ontario, London, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar Christopher G Guglielmo, Christopher G Guglielmo Department of Biology, University of Western Ontario, London, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar José Maria Cardoso da Silva, José Maria Cardoso da Silva Department of Geography and Sustainable Development, University of Miami, Coral Gables, Florida, USA https://orcid.org/0000-0002-7229-6694 Search for other works by this author on: Oxford Academic Google Scholar Adrianne Tossas, Adrianne Tossas Department of Natural Sciences, University of Puerto Rico, Aguadilla, Puerto Rico, USA Search for other works by this author on: Oxford Academic Google Scholar Casey Youngflesh Casey Youngflesh Ecology, Evolution, and Behavior Program, Michigan State University, East Lansing, Michigan, USA https://orcid.org/0000-0001-6343-3311 Search for other works by this author on: Oxford Academic Google Scholar Ornithological Applications, Volume 125, Issue 4, 6 November 2023, duad042, https://doi.org/10.1093/ornithapp/duad042 Published: 16 September 2023
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.006 |
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; both teacher heads agree on what is shown here.
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".