2023 AOS Conservation Practitioner Award to Jennie Duberstein
Bibliographic record
Abstract
Journal Article 2023 AOS Conservation Practitioner Award to Jennie Duberstein Get access Peter P Marra, Peter P Marra Georgetown University, The Earth Commons, Georgetown’s Institute for Environment and Sustainability, Washington, DC, USA Corresponding author: peter.marra@georgetown.edu https://orcid.org/0000-0002-0508-7577 Search for other works by this author on: Oxford Academic Google Scholar Anna D Chalfoun, Anna D Chalfoun U.S. Geological Survey, Wyoming Cooperative Fish and Wildlife Research Unit, Wyoming University, Laramie, Wyoming, USA Corresponding author: achalfou@uwyo.edu https://orcid.org/0000-0002-0219-6006 Search for other works by this author on: Oxford Academic Google Scholar Patricia A McGill, Patricia A McGill National Aviary, Sisters, Oregon, USA Search for other works by this author on: Oxford Academic Google Scholar Kenneth V Rosenberg, Kenneth V Rosenberg Cornell Lab of Ornithology, Cornell University, Ithaca, New York, USA Search for other works by this author on: Oxford Academic Google Scholar Jeffrey R Walters, Jeffrey R Walters Department of Biological Sciences, Virginia Tech University, Blacksburg, Virginia, USA Search for other works by this author on: Oxford Academic Google Scholar Cara Joos, Cara Joos Cara Joos, Columbia, Missouri, USA Search for other works by this author on: Oxford Academic Google Scholar Nicole L Michel, Nicole L Michel National Audubon Society, New York, New York, USA https://orcid.org/0000-0001-7817-2687 Search for other works by this author on: Oxford Academic Google Scholar Scott R Loss, Scott R Loss Oklahoma State University, Stillwater, Oklahoma, USA https://orcid.org/0000-0002-8753-2995 Search for other works by this author on: Oxford Academic Google Scholar Christopher A Lepczyk, Christopher A Lepczyk College of Forestry, Wildlife and Environment, Auburn University, Auburn, Alabama, USA https://orcid.org/0000-0002-5316-3159 Search for other works by this author on: Oxford Academic Google Scholar Arvind O Panjabi, Arvind O Panjabi Bird Conservancy of the Rockies, Fort Collins, Colorado, USA https://orcid.org/0000-0002-2862-2675 Search for other works by this author on: Oxford Academic Google Scholar ... Show more Stanley E Senner, Stanley E Senner 305 Ben Hogan Drive, Missoula, Montana, USA Search for other works by this author on: Oxford Academic Google Scholar Kristen C Ruegg, Kristen C Ruegg Biology Department, Colorado State University, Fort Collins, Colorado, USA https://orcid.org/0000-0001-5579-941X Search for other works by this author on: Oxford Academic Google Scholar Jeffrey D Brawn, Jeffrey D Brawn University of Illinois at Urbana Champaign, University of Illinois, Urbana, Illinois, USA https://orcid.org/0000-0002-5158-0055 Search for other works by this author on: Oxford Academic Google Scholar William Cox, William Cox 9918 Southwest 93rd Place, Gainesville, Florida, USA Search for other works by this author on: Oxford Academic Google Scholar Sarah W Kendrick, Sarah W Kendrick Migratory Birds, U.S. Fish and Wildlife Service, Columbia, Missouri, USA Search for other works by this author on: Oxford Academic Google Scholar Camila Gomez, Camila Gomez SELVA: Research for Conservation in the Neotropics, Bogota, Colombia Search for other works by this author on: Oxford Academic Google Scholar Alejandra Martínez-Salinas, Alejandra Martínez-Salinas CATIE - Centro Agronómico Tropical de Investigación y Enseñanza, Turrialba, Cartago, Costa Rica Search for other works by this author on: Oxford Academic Google Scholar Angelina Ruiz Angelina Ruiz Universidad Veracruzana, Xalapa, Veracruz, Mexico Search for other works by this author on: Oxford Academic Google Scholar Ornithological Applications, Volume 125, Issue 4, 6 November 2023, duad043, https://doi.org/10.1093/ornithapp/duad043 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 | 0.000 | 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) | 0.052 | 0.122 |
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".