Record W4410970257 · doi:10.1016/b978-0-443-10944-7.00184-0

Contributors

2025· book-chapter· en· W4410970257 on OpenAlexaff

Gregory Aaen, Nicholas S. Abend, Laura Ann Adang, Amina Ahmed, Ayse Akcan‐Arikan, Kimberly A. Aldinger, Elizabeth Alva, Kimberly Amburgey, Catherine Amlie‐Lefond, Susan Apkon, Bhooma R. Aravamuthan, Thaís Armangué, Ravindra Arya, Stephen Ashwal, Erika F. Augustine, Robert A. Avery, Erika J.T. Axeen, Brenda Banwell, Kristin Barañano, Matthew J. Barkovich, Ute Bartels, Ori Barzilai, Beatrice Battistini, David Bearden, Liat Ben‐Sira, Timothy J. Bernard, Elizabeth Berry‐Kravis, Lauren A. Beslow, Joanna Blackburn, Beatrice Bocca, Varina L. Boerwinkle, Jeffrey Bolton, Sonia L. Bonifacio, Daniel J. Bonthius, Glendaliz Bosques, Brian R. Branchford, John F. Brandsema, Kathryn M. Brennan, J. Nicholas Brenton, Laura Brickman, Christina Briscoe Abath, Jordan Broman-Fulks, Audrey C. Brumback, Jeffrey Buchhalter, Carsten G. Bönnemann, Daniel G. Calame, Carol Camfield, Peter Camfield, Evelina Carapancea, Gemma L. Carvill, Diana Castro, Dalit Cayam‐Rand, Catherine A. Chapin, Vann Chau, Priscilla Chee, Wei-Liang Chen, Claudia A. Chiriboga, Michelle Chiu, Yoon-Jae Cho, Samyami Sangeeta Chowdhury, Rhandi Christensen, Maria Roberta Cilio, Robin D. Clark, Kelly J. Clemens, Bruce H. Cohen, Ronald D. Cohn, Anne M. Connolly, Susan E. Conrad, Shlomi Constantini, John R. Crawford, Thomas O. Crawford, Russell C. Dale, Louis T. Dang, Keerti L. Dantuluri, Basil T. Darras, Yosef Dastagirzada, Matthew A. Deardorff, Jeremy Deisch, Paul Deltenre, Jay Desai, Nataliya Di Donato, William B. Dobyns, Dan Doherty, Elizabeth Donner, Lev Dorfman, James J. Dowling, Elizabeth S. Duke, Tina Duong, Melanie Ehrler, Erik A. Eklund, Leon G. Epstein, Jennifer Erklauer, Iris Etzion, Raquel Farias‐Moeller, Ali Fatemi, Darcy Fehlings, Peter Ferrazzano, Richard S. Finkel, Paul G. Fisher, Amy Fleischman, Adriana Fonseca, Nicholas K. Foreman, Catherine A. Forestell, Kristine Fortin, Israel Franco, Chiara Frazzoli, Joseph M. Furman, Cathérine Garel, Alfred L. George, Elizabeth George, Jennifer V. Gettings, Donald L. Gilbert, Christopher C. Giza, Hannah C. Glass, Tracy A. Glauser, Joseph Glykys, Amy Goldstein, Grace Gombolay, Hernán Gonorazky, Howard P. Goodkin, Gabrielle T. Goodlin, Mark Gorman, W. Graf, John M. Graham, Andrea Gropman, Varda Gross‐Tsur, Richard G. Grundy, Nalin Gupta, Samson Gwer, Aristides Hadjinicolaou, Mary J. Harbert, Chellamani Harini, Dana Harrar, Andrea M. Harriott, Jason S. Hauptman, Ingo Helbig, Andrew D. Hershey, Gregory L. Holmes, Gabriella Horváth, David T. Hsieh, Eugene Hwang, Muhammad Iqbal, Marin Jacobwitz, Anna Jansen, Shafali Jeste, Lori C. Jordan, Sucheta M. Joshi, Sergiusz Jóźwiak, Marielle A. Kabbouche, Joanne Kacperski, Madeline Kahan, Gwendoline Kandawasvika, Matthias A. Karajannis, Eliot S. Katz, Horacio Kaufmann, Ajay Kaul, Robert Keating, Sattar Khoshkhoo, Agnieszka Kielian, Young‐Min Kim, Matthew P. Kirschen, Adam Kirton, Zeïnab Koné, Eric H. Kossoff, Sanjeev V. Kothare, Katarzyna Kotulska, Paul Kruszka, Oren Kupfer, Alysha Ladha, W. Curt LaFrance, Beatrice Latal, Tally Lerman‐Sagie, Daniel J. Licht, Uta Lichter‐Konecki, Zvi Lidar, Ming Lim, Tianshuo Liu, Tobias Loddenkemper, Mark T. Mackay, Annette Majnemer, Naila Makhani, G. Malinger, Andrew L. Mammen, David E. Mandelbaum, Enitan T. Marcelle, Elysa J. Marco, Ashley Margol, Amy Margolis, Jaclyn M. Martindale, Kiran Maski, Mudit Mathur, Meghan McAnally, Liza McCann, Stuart A. McCaughey, Hugh J. McMillan, Heather C Mefford, Julie A. Mennella, Laura R. Ment, Eugenio Mercuri, David Michelson, Mohamad A. Mikati, Steven P. Miller, Jonathan W. Mink, Mahendranath Moharir, Payam Mohassel, Michelle Monje, Manikum Moodley, Anne Marie Morse, Sabine Mueller, Francesco Muntoni, Rima Nabbout, Sandesh C. Sreenath Nagamani, Thomas A. Nakagawa, Yoram Nevo, Charles R. Newton, Bobby G. Ng, Christopher J. Ng, Katherine Nickels, Lucy Norcliffe‐Kaufmann, Douglas R. Nordli, Ulrike Nowak‐Göttl, Sunitha Nune, Renske Oegema, Ju Lee Oei, James P. Orengo, Chinna N. Orish, Maryam Oskoui, Kaitlin Ostrander, Roger J. Packer, Jose‐Alberto Palma, Andrea C. Pardo, Gregory M. Pastores, Archana A. Patel, Ruchee Patel, Marc C. Patterson, Phillip L. Pearl, Christine Petit, Stefan M. Pfister, John L. Phillips, Barbara Plecko, Sigita Plioplys, Annapurna Poduri, Sharon N. Poisson, Scott L. Pomeroy, Scott W. Powers, Malcolm Rabie, Caroline Rae, Lisa Anne Rasmussen, Gerald V. Raymond, Alyssa Reddy, Jong M. Rho, Lisa G. Rider, Sarah Risen, Timothy Ritzmann, Lance H. Rodan, Sarah Roddy, Justin Rosati, Danya Rosen, Tom Rosenberg, Elizabeth Rosenfeld, M. Elizabeth Ross, Francis Rossignol, Thomas Rossor, Alexander Rotenberg, Louise Rudden, Sarah M. Ruggiero, Jeffrey B. Russ, Jennifer Ryan, Umar Abba Sabo, Arushi Gahlot Saini, Jay A. Salpekar, Pauline Samia, Pedro A. Sanchez‐Lara, Tristan T. Sands, Kumar Sannagowdara, Mariko Sato, Mark S. Scher, Robert Sebunya, Alfred P. See, Michael M. Segal, Syndi Seinfeld, Duygu Selcen, Laurie E. Seltzer, Margaret Semrud‐Clikeman, Kuntal Sen, Asim Shahid, Dennis Shaw, Bennett A. Shaywitz, Sally E. Shaywitz, Oleg A. Shchelochkov, Beth Rosen Sheidley, Renée A. Shellhaas, Elliott H. Sherr, Michael Shevell, Shlomo Shinnar, Ben Shofty, Michael E. Shy, Laura Silveira‐Moriyama, Wendy G. Silver, Harvey S. Singer, Nilika S. Singhal, Craig M. Smith, Edward R. Smith, Lacey Smith, Ambreen Sonawalla, Janet S. Soul, Siddharth Srivastava, Carl E. Stafstrom, Robert Steinfeld, Scellig Stone, Coral M. Stredny, Joseph Sullivan, Charlotte J. Sumner, Lisa R. Sun, Sundes Kazmir, William O. Tatum, S K Tay, Jeffrey R. Tenney, Elin Thordardottir, Laura Tochen, Itay Tokatly Latzer, Haluk Topalo, Laura M. Tormoehlen, Edwin Trevathan, Chahnez Triki, Hannah M. Tully, Sinan Turnacioglu, Nicole J. Ullrich, David K. Urion, Margot van de Bor, Clara D.M. van Karnebeek, Heather Van Mater, Adeline Vanderver, Jennifer Vermilion, Manuel Viamonte, Jorge Vidaurre, Kollencheri Puthenveettil Vinayan, Nicholas A. Vitanza, Michael von Rhein, Mark Wainwright, Laurence J. Walsh, Michael F. Wangler, Debra E. Weese‐Mayer, Elizabeth Wells, Harry T. Whelan, James W. Wheless, Josine Widdershoven, Sara E. Williams, Jo M. Wilmshurst, Kimberly Wiltrout, Elaine Wirrell, Jeffrey H. Wisoff, Nicole I. Wolf, Matthew D. Wood, F. Virginia Wright, Michele Yang, Uluç Yiş, Esther Yoon, Christopher J. Yuskaitis, Nicole E. Zahka, Julie Ziobro, Huda Y. Zoghbi

Bibliographic record

VenueElsevier eBooks · 2025

Typebook-chapter

Languageen

Field

Topic

Canadian institutionsHospital for Sick ChildrenUniversity of Toronto

Fundersnot available

KeywordsPsychology

DOI10.1016/b978-0-443-10944-7.00184-0

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