Record W4410410282 · doi:10.1016/b978-0-323-82763-8.01002-5

Contributors

2025· book-chapter· en· W4410410282 on OpenAlexaff

Susan M. Abdel‐Rahman, Bahaa Abu-Raya, Kristina Adachi, Victoria Adeseye, Jonathan Albert, Ghada N. Al‐Rawahi, Stephen S. Arnon, Amy S. Arrington, Robert L. Atmar, Nazlı Ayhan, Amira N. Baker, Carol J. Baker, Elizabeth D. Barnett, William J. Barson, Theresa Barton, Francesca Wanda Basile, Gil Benard, Jeffrey M. Bender, Amit Bhatt, Claire Bocchini, Kristin Borovsky, John S. Bradley, Patrícia Brasil, William J. Britt, David E. Bronstein, Cameron A. Brown, Kristina A. Bryant, Miguel M. Cabada, Adriana Cadilla, Mary Catherine Cambou, Lindsay H. Cameron, Anthony A. Campagnari, Judith Campbell, Adam J. Cantor, Maria Carrillo-Marquez, Eileen T. Chambers, Aileen Y. Chang, Yeh-Chung Chang, Rémi N. Charrel, Tempe K. Chen, James D. Cherry, Jannifer Oliveira Chiang, Javier Chinen, Natascha Ching, Iván K. Chinn, John Christenson, Melissa G. Chung, Eva H. Clark, Adriana Sarmiento Clemente, Armando G. Correa, Jonathan D. Crews, Andrea T. Cruz, Pedro Fernando da Costa Vasconcelos, Lara Danziger‐Isakov, Jasmeen Dara, Zev Davidovics, J. Muse Davis, Xavier de Lamballerie, Annabelle de St. Maurice, Walter Dehority, Ana Del Valle Penella, Mark R. Denison, Penelope H. Dennehy, Jean Dinh, Minh L. Doan, Jeffrey R. Donowitz, Saba Doustmohammadi, Jan E. Drutz, Kara A. DuBray, James J. Dunn, Andrea Duppenthaler, Ankhi Dutta, Christopher C. Dvorak, Paul H. Edelstein, Kathryn M. Edwards, Morven S. Edwards, Samer S. El‐Kamary, Okan Elidemir, Anthony Febres-Aldana, Myke Federman, Brian T. Fisher, Kristen Fisher, Randall G. Fisher, Douglas S. Fishman, Anthony R. Flores, Thomas E. Flynn, Catherine Foster, Zachary C. Foughty, Megan Culler Freeman, Stephanie A. Fritz, Lauren E. Furst, Claudia Raja Gabaglia, Lynne S. Garcia, Gregory M. Gauthier, Anne A. Gershon, Francis Gigliotti, Mark A. Gilger, Susan L. Gillespie, Carol Glaser, David L. Goldman, Jennifer L. Goldman, Nira A. Goldstein, Oscar G. Gómez‐Duarte, Blanca E. Gonzalez, Abby M. Green, Michael D. Green, Rachel G. Greenberg, Keith Grimwood, Andreas H. Groll, Charles Grose, Duane J. Gubler, Javier Nieto Guevara, Marie Hagbom, Scott B. Halstead, Shinjiro Hamano, Margaret R. Hammerschlag, Kathleen Harriman, Gail J. Harrison, C. Mary Healy, Ulrich Heininger, Sheryl L. Henderson, Lisa E. Hensley, Sarah M. Heston, Peter Hiatt, Harry R. Hill, David C. Hilmers, Sabina Holland, Galit Holzmann-Pazgal, Peter J. Hotez, Leigh M. Howard, Kristina G. Hultén, David A. Hunstad, W. Garrett Hunt, W. Charles Huskins, Roumen Iordanov, Richard F. Jacobs, Preeti Jaggi, Ravi Jhaveri, Samantha H. Johnston, Su Jin Joo, Varun Kannan, Mufaro Kanyangarara, Carol Kao, Sheldon L. Kaplan, Matthew S. Kelly, Jessica M. Khouri, Jacob T Kilgore, Kwang Sik Kim, Yae-Jean Kim, Katherine Y. King, Louis V. Kirchhoff, Bruce S. Klein, Stephan Kohlhoff, Poonum Korpe, Margaret Kosek, Michael Köster, Peter J. Krause, Leonard R. Krilov, Paul Krogstad, Damian J. Krysan, Timothy R. LaPine, Anna F. Lau, Matthew B. Laurens, Deborah Lehman, Diana Lennon, Daniel H. Leung, Emily R. Levy, Alejandro Llanos‐Chea, Latania K. Logan, Timothy E. Lotze, Yalda C. Lucero, Debra J. Lugo, Nicole R. Luke‐Marshall, Susan A. Maloney, Michelle Mann, Lucila Marquez, K. Martin, Rachel Martin‐Blais, Lívia Carício Martins, Holly E. McBride, Jonathan A. McCullers, Anita K. McElroy, Kenneth McIntosh, J. Chase McNeil, Rojelio Mejía, Asunción Mejías, Alexandria E. Melendez‐Zaidi, Maria José Soares Mendes‐Giannini, Rebecca Mercedes, Marian G. Michaels, Colin Michie, Tarissa Mitchell, Leena B. Mithal, Ganga S. Moorthy, Martha Muller, Randy G. Mungwira, Santhosh M. Nadipuram, James P. Nataro, Heather E. Needham, Tara Ness, Diana Nguyen, Marisa C. Nielsen, Karin Nielsen‐Saines, Delma Nieves, Denver Niles, Melissa S. Nolan, Andrew Nowalk, Ann‐Christine Nyquist, Jane O’Bryan, Theresa J. Ochoa, Audrey R. Odom John, Nigel O’Farrell, Liset Olarte, Rosemary Olivero, Miguel L. O’Ryan, W Otto, Christopher P. Ouellette, Gary D. Overturf, Debra L. Palazzi, Pia S. Pannaraj, Janak A. Patel, Mary E. Paul, Stephen I. Pelton, Morgan A. Pence, John R. Perfect, William A. Petri, James A Platts-Mills, Alice Pong, Eric A. Porsch, Christopher Prestel, Natalie Quanquin, Kevin K. Quinn, Nanda Ramchandar, Octavio Ramilo, Meghna Raphael, Anne W. Rimoin, Joan Robinson, Ryan H. Rochat, Tanya Rogo, José R. Romero, Lawrence S. Ross, Anne H. Rowley, Wenly Ruan, F. Ruiz, Charles E. Rupprecht, J. Ruth, Xavier Sáez‐Llorens, Tawny Saleh, Linette Sande, Javier Santisteban-Ponce, Sara Saporta-Keating, Laura A. Sass, Stephen J. Scholand, Danica J. Schulte, Jennifer E. Schuster, Gordon E. Schutze, Patrick C. Seed, José A. Serpa, Samir S. Shah, Nader Shaikh, Eugene D. Shapiro, Nina L. Shapiro, Kareem W. Shehab, Ziad M. Shehab, Nikita Shukla, Constantine Simos, Mary Slack, Michael J. Smith, Priya R. Soni, Sunil K. Sood, Joseph W. St. Geme, Mary Allen Staat, Angela M. Statile, Damien Stark, Jeffrey R. Starke, Victoria A. Statler, William J. Steinbach, Grant Stimes, Lillian Sung, Lennart Svensson, Paula A. Tähtinen, Tina Q. Tan, Melinda B. Tanabe, Margaret Taylor, Chonnamet Techasaensiri, Santosh Thapa, Sanya J. Thomas, Isaac Thomsen, Michael A. Tolle, Philip Toltzis, Michael F. Tosi, Theodore F. Tsai, Kristen G. Valencia Deray, Jesús G. Vallejo, John A. Vanchiere, Jorge J. Velarde, Robert S. Venick, Sanjay Verma, James Versalovic, Timo Vesikari, Thad W. Vickery, Ellen R. Wald, Sowdhamini S. Wallace, Rebecca Wallihan, Thomas J. Walsh, Huanyu Wang, Mark Ward, Rachel L Wattier, Bethany A. Wattles, Jill E. Weatherhead, Rachel Webb, Michelle Weinberg, Melanie Wellington, Charles Welliver, A. Clinton White, Suzanne Whitworth, Nathan P. Wiederhold, Bernhard L. Wiedermann, Derek J. Williams, John V. Williams, Natalie Williams‐Bouyer, James B. Wood, Charles R. Woods, Terry W. Wright, S. Yan, İnci Yıldırım, Tetsushi Yoshikawa, Lily M. Yovanovich, Karl O. A. Yu

Bibliographic record

VenueElsevier eBooks · 2025

Typebook-chapter

Languageen

Field

Topic

Canadian institutionsUniversity of British ColumbiaDalhousie University

Fundersnot available

KeywordsComputer science

DOI10.1016/b978-0-323-82763-8.01002-5

Abstract

fetched live from OpenAlex

No abstract in any covered source. Its absence is recorded, not treated as a negative.

No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000

metaresearch head score (Gemma)0.002

Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.258

Threshold uncertainty score0.369

Distilled classifier scores by category (both heads)

Category	Codex	Gemma
Metaresearch	0.000	0.002
Meta-epidemiology (narrow)	0.001	0.001
Meta-epidemiology (broad)	0.001	0.001
Bibliometrics	0.004	0.003
Science and technology studies	0.002	0.001
Scholarly communication	0.006	0.004
Open science	0.001	0.003
Research integrity	0.002	0.002
Insufficient payload (model declined to judge)	0.742	0.676

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 head0.012

GPT teacher head0.245

Teacher spread0.233 · how far apart the two teachers sit on this one work

Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it