Bibliographic record
Abstract
Previous articleNext article FreeDirectory of PublishersPDFPDF PLUSFull Text Add to favoritesDownload CitationTrack CitationsPermissionsReprints Share onFacebookTwitterLinked InRedditEmailQR Code SectionsMoreFor books reviewed in this issue.Basic Books (Hachette Book Group), 1290 Avenue of the Americas, New York NY 10104; 212-364-1100; https://www.basicbooks.com/press-publicity/.Cambridge University Press, 1 Liberty Plaza, Floor 20, New York NY 10006; 212-337-5000; http://www.cambridge.org/.Cold Spring Harbor Laboratory Press, 1 Bungtown Road, Cold Spring Harbor NY 11724; 800-843-4388 (Toll-Free); 516-422-4100; https://www.cshlpress.com/.Columbia University Press, 61 West 62nd Street, New York NY 10023; 212-459-0600; https://cup.columbia.edu/.Cornell University Press (Comstock Publishing Associates), Sage House, 512 East State Street, Ithaca NY 14850; 607-277-2338; http://www.cornellpress.cornell.edu.CRC Press (Taylor & Francis Group), 6000 Broken Sound Parkway NW, Suite 300, Boca Raton FL 33487; 561-361-6000; http://www.crcpress.com.CSIRO Publishing, Unipark, Building 1 Level 1, 195 Wellington Road, Clayton Victoria 3168, Australia; +61 3 9545 8400; http://www.publish.csiro.au/home.htm.Elsevier, 230 Park Avenue, Suite 800, New York NY 10169; 212-989-5800; http://store.elsevier.com/.Franz Steiner Verlag, Birkenwaldstr. 44, D - 70191 Stuttgart, Germany; 0711/25 82–0; https://translate.google.com/translate?hl=en&sl=de&u=http://www.steiner-verlag.de/&prev=search.Greystone Books, 343 Railway Street, Suite 302, Vancouver, British Columbia, Canada, V6A 1A4; 604-875-1550; https://greystonebooks.com/.Harvard University Press, 79 Garden Street, Cambridge MA 02138; 617-495-2600; http://www.hup.harvard.edu/.Johns Hopkins University Press, 2715 North Charles Street, Baltimore MD 21218-4363; 410-516-6900; http://www.press.jhu.edu.Manchester University Press, Floor J, Renold Building, Altrincham Street, Manchester, M1 7JA, United Kingdom; +44 (0)161 275 2310; http://www.manchesteruniversitypress.co.uk/.MIT Press, One Rogers Street, Cambridge MA 02142-1209; 617-253-5646; http://mitpress.mit.edu/.Oxford University Press, 198 Madison Avenue, New York NY 10016; 800-445-9714; http://global.oup.com/academic/?cc=us&lang=en.Pegasus Books, 148 West 37th Street, 13th Floor, New York NY 10018; 646-343-9501; http://pegasusbooks.com/.Penguin Random House (Viking), 375 Hudson Street, New York NY 10014; 212-366-2000; http://www.penguin.com/publishers/vikingbooks/.Princeton University Press, 41 William Street, Princeton NJ 08540-5237; 609-258-4900; http://press.princeton.edu.Riverhead Books (Penguin Random House), 375 Hudson Street, New York NY 10014; 212-366-2000; http://www.riverheadbooks.com/.Rowman & Littlefield, 4501 Forbes Boulevard, Suite 200, Lanham MD 20706; 800-462-6420; https://rowman.com/page/rowmanlittlefield.Sinauer Associates (Oxford University Press), 198 Madison Avenue, New York NY 10016; 800-445-9714; http://global.oup.com/academic/?cc=us&lang=en.Smithsonian Books, Capital Gallery, Suite 6001, P.O. Box 37012, MRC 513, Washington DC 20013; 202-633-6012; https://www.smithsonianbooks.com/.Springer, 233 Spring Street, New York NY 10013; 212-460-1500; http://www.springer.com/.Taylor & Francis Group, 6000 Broken Sound Parkway NW, Suite 300, Boca Raton FL 33487; 800-634-7064; http://www.taylorandfrancis.com/.Texas A&M University Press, John H. Lindsey Building, Lewis Street, 4354 TAMU, College Station TX 77843-4354; 800-826-8911 (Toll-Free); 979-845-1436; http://www.tamupress.com/catalog/CategoryInfo.aspx?cid=152.University of Alabama Press, 200 Hackberry Lane, 2nd Floor, Tuscaloosa AL 35487; 800-621-2736; http://www.uapress.ua.edu/catalog/CategoryInfo.aspx?cid=152.University of California Press, 155 Grand Avenue, Suite 400, Oakland CA 94612–3758; 510-883-8232; https://www.ucpress.edu/.University of Chicago Press, 1427 East 60th Street, Chicago IL 60637; 773-702-7700; http://www.press.uchicago.edu./index.html.University of Nebraska Press, 1111 Lincoln Mall, Lincoln NE 68588-0630; 402-472-3581; https://www.nebraskapress.unl.edu/.Viking (Penguin Random House), 375 Hudson Street, New York NY 10014; 212-366-2000; http://www.penguin.com/publishers/vikingbooks/.Wiley (Wiley Blackwell), 111 River Street, Hoboken NJ 07030-5774; 877-762-2974; http://www.wiley.com/WileyCDA/.World Scientific Publishing, 27 Warren Street, Suite 401-402, Hackensack NJ 07601; 201-487-9655; https://www.worldscientific.com/.Yale University Press, P.O. Box 209040, New Haven CT 06520-9040; 203-432-0960; http://www.yale.edu/yup. Previous articleNext article DetailsFiguresReferencesCited by The Quarterly Review of Biology Volume 93, Number 4December 2018 Published in association with Stony Brook University Article DOIhttps://doi.org/10.1086/700739 Copyright © 2018 by The University of Chicago Press. All rights reserved.PDF download 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 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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.007 | 0.010 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.019 | 0.010 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.852 | 0.852 |
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".