Record W4242984635 · doi:10.1016/b978-0-323-26011-4.09994-0

Contributors

2016· book-chapter· en· W4242984635 on OpenAlexaff

Amr E. Abbas, Sahar S. Abdelmoneim, Theodore P. Abraham, Harry Acquatella, David B. Adams, Karima Addetia, Jonathan Afilalo, Vikram Agarwal, Yoram Agmon, Mohamed Ahmed, Carlos L. Alviar, Bonita Anderson, Edgar Argulian, Federico M. Asch, Gerard P. Aurigemma, Kelly Axsom, Luigi P. Badano, Revathi Balakrishnan, Sourin Banerji, Sripal Bangalore, Manish Bansal, Thomas Bartel, Rebecca Lynn Baumann, Helmut Baumgartner, Roy Beigel, J. Todd Belcik, Marek Bëlohlávek, Ricardo Benenstein, Eric Berkowitz, Nicole M. Bhave, Angelo Biviano, Nimrod Blank, Robert O. Bonow, D. Burstow, Benjamin F. Byrd, Scipione Carerj, John D. Carroll, Scott Chadderdon, Hari P. Chaliki, Kwan‐Leung Chan, Farooq A. Chaudhry, Geoff Chidsey, Sofia Churzidse, Blai Coll, Vivian W. Cui, Maurizio Cusma-Picconne, Abdellaziz Dahou, Jacob P. Dal‐Bianco, Daniel Daneshvar, Melissa A. Daubert, Ravin Davidoff, Jeanne M. DeCara, Antonia Delgado‐Montero, Lisa Dellefave‐Castillo, Ankit A. Desai, Kavit A. Desouza, Bryan Doherty, Robert Donnino, Pamela S. Douglas, David M. Dudzinski, Raluca Dulgheru, Jean G. Dumesnil, Uri Elkayam, Raimund Erbel, Francine Erenberg, Arturo A. Evangelista, Steven B. Feinstein, Beatriz Rossetti Ferreira, Elyse Foster, Benjamin H. Freed, Julius M. Gardin, Edward A. Gill, Linda D. Gillam, Steven Giovannone, Mark Goldberger, Steven A. Goldstein, John Gorcsan, Riccardo Gorla, Julia Grapsa, Erin S. Grawe, Christiane Gruner, Pooja Gupta, Swaminatha V. Gurudevan, Rebecca T. Hahn, Yuchi Han, Jennifer Hellawell, S. Hillier, Brian D. Hoit, Richard A. Humes, Vikrant Jagadeesan, Sonia Jain, Alexander Janosi, Peter A. Kahn, Sanjiv Kaul, Bijoy K. Khandheria, Gene Kim, Michael Kim, Bruce J. Kimura, Mary Etta King, Dmitry Kireyev, James N. Kirkpatrick, Allan L. Klein, Payal Kohli, Claudia E. Korcarz, Smadar Kort, Wojciech Kosmala, Konstantinos Koulogiannis, Ilias Koutsogeorgis, Frederick W. Kremkau, Eric V. Krieger, Itzhak Kronzon, Richard T. Kutnick, Wyman W. Lai, Stéphane Lambert, Patrizio Lancellotti, Roberto M. Lang, Alex Pui‐Wai Lee, Ming Sum Lee, Stamatios Lerakis, Jonathan Lessick, Steven J. Lester, Steve Leung, Florent Leven, Robert A. Levine, Qin Li, Fabio Lima, Jonathan R. Lindner, Leo Lopez, Julien Magné, Haïfa Mahjoub, Judy R. Mangion, Sunil Mankad, Dimitrios Maragiannis, Leo Marcoff, Randolph P. Martin, Thomas H. Marwick, P Massabuau, Moses Mathur, Robert B. McCully, Edwin C. McGee, Elizabeth M. McNally, Sudhir Mehta, Todd Mendelson, Issam Mikati, Karen Modesto, Mark Monaghan, Farouk Mookadam, Marie Moonen, Monica Mukherjee, Silvana Müller, Sharon L. Mulvagh, Denisa Muraru, Gillian Murtagh, Sherif F. Nagueh, Tasneem Z. Naqvi, Sandeep Nathan, Kazuaki Negishi, Petros Nihoyannopoulos, Vuyisile T. Nkomo, Erwin Oechslin, Joan C. Olson, John Palios, Gaurav Parikh, Amit R. Patel, Amit Patel, Aneet Patel, Anupa Patel, Timothy E. Paterick, Laila Payvandi, Gianni Pedrizzetti, Patricia A. Pellikka, Gila Perk, Ferande Peters, Dermot Phelan, Philippe Pîbarot, Michael H. Picard, Juan Carlos Plana, Zoran Popović, Thomas R. Porter, Shawn C. Pun, Atif Qasim, Nishath Quader, Miguel A. Quiñones, Peter S. Rahko, Harry Rakowski, Rajeev V. Rao, Joseph Reiken, Shimon A. Reisner, Elizabeth Retzer, Vera H. Rigolin, David A. Roberson, Keith B. Rodgers, Damian Roper, Raphaël Rosenhek, Eleanor Ross, R. Raina Roy, Frederick L. Ruberg, Lawrence Rudski, Carlos E. Ruiz, Ernesto E. Salcedo, Danita M. Yoerger Sanborn, Vrinda Sardana, Muhamed Sarić, Nelson B. Schiller, Arend F. L. Schinkel, Shmuel S. Schwartzenberg, Partho P. Sengupta, Pravin M. Shah, Jack S. Shanewise, Stanton K. Shernan, Jeffrey Shih, Robert J. Siegel, Maithri Siriwardena, Samuel C. Siu, Scott D. Solomon, Vincent L. Sorrell, Kirk T. Spencer, Denise Spiegel, Martin St. John Sutton, James H. Stein, Kathleen Stergiopoulos, Azhar Supariwala, Paul E. Szmitko, Tanya H. Tajouri, Masaaki Takeuchi, Timothy C. Tan, James D. Thomas, Dennis A. Tighe, Maria C. Todaro, Albree Tower‐Rader, Michael Tsang, Teresa S.M. Tsang, Wendy Tsang, Paul A. Tunick, Philippe Vignon, Meagan M. Wafsy, Rachel M. Wald, R. Parker Ward, Nozomi Watanabe, Kevin Wei, Neil J. Weissman, Mariko Welsch, Susan E. Wiegers, Lynne Williams, Anna Woo, Chanwit Wuttichaipradit, Feng Xie, Teerapat Yingchoncharoen, Cheuk‐Man Yu, Zoe Yu, Zhao Qiong, Concetta Zito, William A. Zoghbi

Bibliographic record

VenueElsevier eBooks · 2016

Typebook-chapter

Languageen

Field

Topic

Canadian institutionsMcGill UniversityJewish General Hospital

Fundersnot available

KeywordsPsychology

DOI10.1016/b978-0-323-26011-4.09994-0

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)0.001

metaresearch head score (Gemma)0.003

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 score0.321

Threshold uncertainty score0.458

Distilled classifier scores by category (both heads)

Category	Codex	Gemma
Metaresearch	0.001	0.003
Meta-epidemiology (narrow)	0.001	0.000
Meta-epidemiology (broad)	0.001	0.000
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	0.001	0.002
Insufficient payload (model declined to judge)	0.679	0.595

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 head0.240

Teacher spread0.225 · 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