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Contributors
Gregory Acampora, Zeba Ahmad, Menekse Alpay, Jonathan E. Alpert, Baktash Babadi, Ji Hyun Baek, Mizra Baig, Ashika Bains, Amanda Waters Baker, Olivia Baldi, Scott R. Beach, BJ Beck, Noor Beckwith, David M. Benedek, Eugene V. Beresin, Joseph Biederman, Suzanne Bird, Mark A. Blais, Rahel Bosson, Rebecca Weintraub Brendel, Éric Bui, Joan A. Camprodon, Michael R. Capawana, Jason P. Caplan, Christopher Carter, Paolo Cassano, Corinne Cather, Christopher M. Celano, Trina Chang, Prangthip Charoenpong, Zeina Chemali, Justin A. Chen, Amit Chopra, Nathaniel R. Choukas, Sun Young Chung, Jonah N. Cohen, Lee S. Cohen, Mary K. Colvin, Nkechi Conteh, Laura D. Crain, M. Cornelia Cremens, Cristina Cusin, Sharon Dekel, Lex Denysenko, Bradford C. Dickerson, Abigail L. Donovan, James Doorley, Darin D. Dougherty, Simon Ducharme, Kamryn T. Eddy, Judith G. Edersheim, Anastasia B. Evanoff, Maurizio Fava, Christine Finn, Carlos Fernandez-Robles, Anne K. Fishel, Gina A. Forchelli, Oliver Freudenreich, Gregory L. Fricchione, Nora D.B. Friedman, Jennifer R. Gatchel, Bizu Gelaye, Anna M. Georgiopoulos, Sharmin Ghaznavi, Richard Ginsburg, Alexandra K. Gold, Christopher D. Gordon, Caroline A. Gray, Donna Greenberg, Joseph A. Greer, Eric P. Hazen, Michael Henry, John B. Herman, Susan M. Himes, Charlotte Hogan, Daphne J. Holt, Jeffery C. Huffman, Brynn M. Huguenel, Simay I. Ipek, Kelly Irwin, Ana Ivkovic, Jamie M. Jacobs, Kathleen M. Jagodnik, Felipe A. Jain, Greta Jankauskaite, James L. Januzzi, Michael A. Jenike, Jonathan Jenkins, Justin M. Johnson, John Julian, Masoud Kamali, Yoshio Kaneko, Tamar Katz, Alex S. Keuroghlian, Nancy J. Keuthen, Shahram Khoshbin, Hyun-Hee Kim, Youngjung R. Kim, Katherine A. Koh, Samuel I. Kohrman, Nicholas Kontos, Isabel T. Lagomasino, Rebecca Leval, Catherine L. Leveroni, Carol S. Lim, James Luccarelli, Saira Madarasmi, Elizabeth N. Madva, Thomas H. McCoy, Nada Milosavljević, David Mischoulon, Peyton Miyares, Leah W. Morelli, Alejandra E. Morfín Rodriguez, Evan D. Murray, Helen Burton Murray, Shamim H. Nejad, Amy Newhouse, Stephen E. Nicolson, Andrew A. Nierenberg, Mladen Nisavic, Ruta Nonacs, Döst Öngür, Henry Onyeaka, Scott P. Orr, Michael J. Ostacher, Edward F. Pace-Schott, George I. Papakostas, Shreedhar Paudel, Celeste Peay, Aderonke Bamgbose Pederson, Susan J. Penava, David L. Perez, Roy H. Perlis, Amy T. Peters, Elizabeth Pinsky, Lauren Norton Pollak, Alisha R. Pollastri, Loren M. Post, Alicia D. Powell, Laura M. Prager, Nathan Praschan, Bruce H. Price, Jefferson B. Prince, Julia Probert, Maria C. Prom, Diana Punko, Scott L. Rauch, Giuseppe Raviola, Noreen A. Reilly-Harrington, Elspeth Cameron Ritchie, Rafael A. Rivas-Vazquez, Ellen M. Robinson, Joshua L. Roffman, David Rubin, Jared R. Ruchensky, Joshua D. Salvi, Kathy M. Sanders, Wesley Sanders, Steven C. Schlozman, Ronald Schouten, Randi M. Schuster, Linda C. Shafer, J. A. Sheets, Yelizaveta Sher, Janet C. Sherman, Samuel Justin Sinclair, Felicia A. Smith, Sanjeev Sockalingam, Stephanie Sogg, Emily Sorg, Susan E. Sprich, Michelle B. Stein, Theodore A. Stern, Joan M. Stoler, Mira Stone, Craig Surman, Louisa G. Sylvia, Kaloyan S. Tanev, Haythum O. Tayeb, John B. Taylor, Robyn P. Thom, Jennifer J. Thomas, Emma M. Tillman, Lara Traeger, Nhi‐Ha Trinh, Mai Uchida, Kathleen Hubbs Ulman, Eve M. Valera, Manjola U. Van Alphen, Rafael Vázquez, Adele C. Viguera, Betty Wang, Jeffrey B. Weilburg, Marc S. Weinberg, Sylvie J. Weinstein, Daniel S. Weisholtz, Timothy E. Wilens, Sabine Wilhelm, John W. Winkelman, Christopher L. Wright, Gary H. Wynn, Albert Yeung, Lisa Zakhary, Juliana Zambrano
Bibliographic record
VenueElsevier eBooks · 2024
Typebook-chapter
Languageen
Field
Topic
Canadian institutionsRoyal Columbian Hospital
Fundersnot available
KeywordsPsychology
Abstract
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 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.
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 score0.256
Threshold uncertainty score0.365
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) | 0.744 | 0.680 |
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 head0.015
GPT teacher head0.248
Teacher spread0.233 · 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 itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
Study designNot applicable
Domainnot available
GenreOther
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".
Quick stats
Citations0
Published2024
Admission routes1
Has abstractno