← Back to cohort
Issue Information ‐ TOC
Dexin Tian, Yan Xie, Anthony D. Barnosky, Fuwen Wei, Brett G. Dickson, Christine M. Albano, Ranjan Anantharaman, Paul Beier, Joseph Fargione, Tabitha A. Graves, Miranda Gray, Kimberly R. Hall, Joshua J. Lawler, Paul Leonard, Caitlin E. Littlefield, Meredith Mcclure, John Novembre, Carrie A. Schloss, Nathan H. Schumaker, Viral N. Shah, David M. Theobald, Timothy Hodgetts, Dawn Burnham, Amy Dickman, Ewan A. Macdonald, David W. Macdonald, Kristina Douglass, Jonathan Walz, Quintana Morales, Richard R. Marcus, Garth Myers, Jacques Pollini, Sonia Graham, Alexander L. Metcalf, Nicholas Gill, Rebecca M. Niemiec, Carlo R. Moreno, Thomas Bach, Victoria Ikutegbe, Lars Hällström, Zhao Ma, Alice Lubeck, Hong Liu, Stephan W. Gale, Lung Cheuk, Gunter Fischer, Kylie Soanes, Michael Sievers, Yung Chee, Nicholas H. Williams, Manisha Bhardwaj, Adrian G. Marshall, Kirsten M. Parris, Prue Addison, Joseph W. Bull, E.J. Milner‐Gulland, David Baker, Stephen T. Garnett, James P.B. O’Connor, Glenn Ehmke, Rohan H. Clarke, John C. Z. Woinarski, Mélodie A. McGeoch, Hadrien Vanthomme, Brave S. Nzamba, Alfonso Alonso, Angelique Todd, Bronwen Stanford, Holly P. Jones, Erika S. Zavaleta, Daniel Viana, Stefan Gelcich, Eréndira Aceves‐Bueno, Becky Twohey, Steven D. Gaines, Bárbara Goettsch, América Paz Durán, Kevin J. Gaston, Janna R. Willoughby, Mark R. Christie, Robin Hale, Stephen E. Swearer, Garry R. Griffith, Peter G. Strutton, Jayson M. Semmens, Elizabeth A. Fulton, Darío Fernández‐Bellon, Mark V. H. Wilson, Sandra Irwin, John O’Halloran, Michelle Peach, Jonathan Cohen, Jacqueline L. Frair, Benjamin Zuckerberg, Patrick F. Sullivan, William A. Porter, Corey Lang, Neal Haddaway, Martin J. Westgate, Tsung‐Jen Shen, Youhua Chen, Stuart H. M. Butchart, Gus A. Baker, Elisa Bayraktarov, K. D. Buchanan, A. A. Burbidge, Aliénor L. M. Chauvenet, L Christidis, Molly K. Grace, David G. Hoccom, Sarah Legge, Ian Leiper, David B. Lindenmayer, Richard Loyn, Martine Maron, Peter McDonald, Peter Menkhorst, Hugh P. Possingham, Jan Radford, April E. Reside, David Watson, James Watson, Brendan A. Wintle, Hayley M. Geyle, Elizabeth Znidersic, Michael Craig, Adrian Treves, Kyle A. Artelle, Paul C. Paquet, Maciej Kuboń, Agnieszka E. Latawiec, Fábio Rúbio Scarano, Adam Drosik, Bernardo Strassburg, Juan Wl Odzimierz Grzebieniowski, Brad H. McRae
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.
Bibliographic record
VenueConservation Biology · 2019
Typeparatext
Languageen
FieldEnvironmental Science
TopicEnvironmental Sustainability and Technology
Canadian institutionsnot available
Fundersnot available
KeywordsCitationComputer scienceInformation retrievalWorld Wide WebLibrary science
Abstract
The Americas, excluding Canada & Mexico), US$1,667 (Canada/Mexico), US$2,801 (Rest of World), 1,817 (Europe), 1,431 (UK
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.
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.
metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.220
Threshold uncertainty score0.914
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.087 | 0.308 |
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.
Opus teacher head0.006
GPT teacher head0.229
Teacher spread0.222 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itQuick stats
Citations0
Published2019
Admission routes1
Has abstractyes