Bibliographic record
Abstract
Previous article FreeCollected Contents: Volume 95Full TextPDF Add to favoritesDownload CitationTrack CitationsPermissionsReprints Share onFacebookTwitterLinked InRedditEmailQR Code SectionsMoreFrank C. ErkDaniel E. DykhuizenAlbert D. CarlsonEditor EmeritusEditor-in-ChiefEditor EmeritusLiliana M. Dávalos James D. ThomsonEditor EditorGregory A. Wray John J. WiensEditor EditorJo Ann H. Fitzgerald Diana L. ManciniManaging Editor Manuscript EditorVOLUME 952020Published by The University of Chicago Press in Association with Stony Brook UniversityCopyright © 2020 by The University of Chicago. All rights reserved.Associate EditorsAnurag Agrawal…Cornell UniversityDaniel T. Blumstein…University of California, Los AngelesPaul W. Ewald…University of LovisvilleKent E. Holsinger…University of ConnecticutDuncan J. Irschick…University of MassachusettsKarl J. Niklas…Cornell UniversityRafael L. Rodríguez…University of Wisconsin, MilwaukeeLorna Role…Stony Brook UniversityKaustuv Roy…University of California, San DiegoMichael Ruse…Florida State UniversityAndrew Sih…University of California, DavisMichael J. Wade…Indiana UniversityBook Review ConsultantsSandra L. BaldaufLev R. GinzburgJoshua S. RestMichael A. BellMatthew D. HerronFabrizio SpagnoloJudith L. BronsteinJeffrey S. LevintonChelsea D. SpechtElof A. CarlsonRoss H. NehmJohn R. TrueJohn G. FleagleChristopher R. NotoFernando E. VegaApostolos P. GeorgopoulosIngrid M. ParkerMary Jane West-EberhardEditorial OfficeStony Brook University, 111 Nassau Hall, 100 Nicolls Road, Stony Brook, NY 11794-5004 USATelephone: (631) 632–6977 Fax: (631) 632–9282 Email address: [email protected]Visit our website: www.journals.uchicago.edu/QRBThe Quarterly Review of Biology (ISSN 0033-5770) is published in March, June, September, and December by The University of Chicago Press, 1427 East 60th Street, Chicago, IL 60637–2954 USA. 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Fax: (773) 753-0811 or toll-free (877) 705-1879. E-mail: [email protected].Postmaster: Send address changes to The Quarterly Review of Biology, The University of Chicago Press, Subscription Fulfillment, 1427 E. 60th Street, Chicago, IL 60637-2902. Periodicals postage paid at Chicago, Illinois and additional mailing offices.No. 1, March 2020Determinants and Consequences of Dispersal in Vertebrates With Complex Life Cycles: A Review of Pond-Breeding Amphibians…Hugo Cayuela, Andrés Valenzuela-Sanchez, Loïc Teulier, Íñigo Martínez-Solano, Jean-Paul Léna, Juha Merilä, Erin Muths, Richard Shine, Ludivine Quay, Mathieu Denoël, Jean Clobert, and Benedikt R. Schmidt1–36Pollinators, Herbivores, and Plant Neighborhood Effects… Nora Underwood, Peter A. Hambäck, and Brian D. 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Spencer311–321New Biological Books Reviews and Brief Notices …323–349 Directory of Publishers …351Indexes to Volume 95 (2020) Titles and Authors of Articles …353–355 Titles and Authors/Editors of Books Reviewed …357–367 Reviewers of Books…369–370The Bentley Glass Memorial Endowment Fund …371 Previous article DetailsFiguresReferencesCited by The Quarterly Review of Biology Volume 95, Number 4December 2020 Published in association with Stony Brook University Article DOIhttps://doi.org/10.1086/711822 Views: 162 Copyright © 2020 by The University of Chicago. All rights reserved. Crossref reports no articles citing this article.
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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.026 |
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".