Record W4241318070 · doi:10.1016/b978-0-323-35762-3.00168-2

Contributors

2017· book-chapter· en· W4241318070 on OpenAlexaff

Omar Abdel‐Wahab, Janet L. Abrahm, Sharon Adams, Adeboye H. Adewoye, Carl E. Allen, Richard F. Ambinder, Claudio Anasetti, John Anastasi, Julia A. M. Anderson, Joseph H. Antin, Asok Antony, David J. Araten, Philippe Armand, Gillian Armstrong, Scott A. Armstrong, Donald M. Arnold, Andrew Artz, Farrukh T. Awan, Trevor Baglin, Don M. Benson, Edward J. Benz, Nancy Berliner, Govind Bhagat, Nina Bhardwaj, Ravi Bhatia, Smita Bhatia, Mihir D. Bhatt, Vijaya Raj Bhatt, Menachem Bitan, Craig D. Blinderman, Catherine M. Bollard, Benjamin S. Braun, Malcolm K. Brenner, Gary M. Brittenham, Robert A. Brodsky, Myles Brown, Hal E. Broxmeyer, Kathleen E. Brummel‐Ziedins, Andrew M. Brunner, Francis K. Buadi, Birgit Burkhardt, Melissa Burns, John C. Byrd, Paolo F. Caimi, Michael A. Caligiuri, Michelle Canavan, Alan Cantor, Manuel Carção, Michael C. Carroll, Shannon A. Carty, Jorge J. Castillo, Anthony K.C. Chan, John K. Chapin, April Chiu, John P. Chute, David B. Clark, Thomas D. Coates, Christopher R. Cogle, Nathan T. Connell, Elizabeth Cooke, Sarah Cooley, Paolo Corradini, Mark A. Creager, Richard J. Creger, Caroline Cromwell, Mark Crowther, Melissa M. Cushing, Corey Cutler, Chi V. Dang, Nika N. Danial, Sandeep S. Davé, James A. DeCaprio, Mary C. Dinauer, Shira Dinner, Reyhan Diz-Küçükkaya, Roger Y. Dodd, Michèle L. Donato, Kenneth Dorshkind, Gianpietro Dotti, Yigal Dror, Kieron Dunleavy, Christopher C. Dvorak, Benjamin L. Ebert, Michael J. Eck, John W. Eikelboom, Narendranath Epperla, William B. Ershler, William E. Evans, Stefan Faderl, James L.M. Ferrara, Alexandra H. Filipovich, Martin R. Fischer, James C. Fredenburgh, Kenneth D. Friedman, Ephraim J. Fuchs, Stephen J. Fuller, David Gailani, Jacques Galipeau, Patrick G. Gallagher, Karthik A. Ganapathi, Lawrence B. Gardner, Adrian P. Gee, Stanton L. Gerson, Morie A. Gertz, Patricia J. Giardina, Christopher J. Gibson, Karin Golan, Todd R. Golub, Matthew J. Gonzales, Jason Gotlib, Stephen Gottschalk, Marianne A. Grant, Timothy A. Graubert, Xylina T. Gregg, John G. Gribben, Dawn M. Gross, Tanja A. Grüber, Joan Guitart, Sandeep Gurbuxani, Shiri Gur‐Cohen, A. Gutiérrez, Mehdi Hamadani, Parameswaran Hari, John H. Hartwig, Suzanne R. Hayman, Catherine P.M. Hayward, Robert P. Hebbel, Helen E. Heslop, Christopher Hillis, Christopher D. Hillyer, Karin Ho, David M. Hockenbery, Ronald Hoffman, Kerstin Hogg, Shernan G. Holtan, Hans‐Peter Horny, Yen‐Michael S. Hsu, Zachary R. Hunter, James A. Huntington, Camelia Iancu‐Rubin, Ali Iqbal, David E. Isenman, Sara J. Israels, Joseph E. Italiano, Elaine S. Jaffe, Iqbal Jaffer, Sundar Jagannath, Ulrich Jäger, Nitin Jain, Paula James, Sima Jeha, Michael B. Jordan, Cassandra D. Josephson, Moonjung Jung, Leo Kager, Taku Kambayashi, Jennifer A. Kanakry, Hagop M. Kantarjian, Jason Kaplan, Matthew S. Karafin, Aly Karsan, Randal J. Kaufman, Richard M. Kaufman, Frank G. Keller, Kara M. Kelly, Craig M. Kessler, Nigel S. Key, Alla Keyzner, Alexander G. Khandoga, Arati Khanna‐Gupta, Eman Khatib-Massalha, Harvey G. Klein, Birgit Knoechel, Órit Kollet, Barbara A. Konkle, Dimitrios P. Kontoyiannis, John Koreth, Gary A. Koretzky, Dipak Kotecha, Marina Kremyanskaya, Anju Kumari, Timothy M. Kuzel, Ralf Küppers, Martha Q. Lacy, Elana Ladas, Wendy Landier, Kfir Lapid, Tsvee Lapidot, Peter J. Larson, Marcel Levi, Russell E. Lewis, Howard A. Liebman, David Lillicrap, Wendy Lim, Judith C. Lin, Robert Lindblad, Gregory Y.H. Lip, Jane A. Little, Jens G. Lohr, José A. López, Francis W. Luscinskas, Jaroslaw P. Maciejewski, Navneet S. Majhail, Olivier Manches, Robert J. Mandle, Kenneth G. Mann, Catherine S. Manno, Andrea N. Marcogliese, Guglielmo Mariani, Francesco M. Marincola, John Mascarenhas, Steffen Maßberg, Rodger P. McEver, Emer R. McGrath, Matthew McKinney, Rohtesh S. Mehta, William C. Mentzer, Giampaolo Merlini, Reid W. Merryman, Marc Michel, Anna Ritá Migliaccio, Jeffrey S. Miller, Martha P. Mims, Traci Heath Mondoro, Paul Moorehead, Luciana R. Muniz, Nikhil C. Munshi, Vesna Najfeld, Lalitha Nayak, Ishac Nazy, Anne T. Neff, Paul M. Ness, Luigi D. Notarangelo, Sarah H. O’Brien, Owen A. O’Connor, Martin O’Donnell, Amanda Olson, Stuart H. Orkin, Menaka Pai, Sung‐Yun Pai, Michael J. Paidas, Sandhya R. Panch, Reena L. Pande, Thalia Papayannopoulou, Rahul R. Parikh, Effie W. Petersdorf, Shane E. Peterson, Stefania Pittaluga, Doris M. Ponce, Laura Popolo, Josef T. Prchal, Ching‐Hon Pui, Pere Puigserver, Janusz Rak, Carlos A. Ramos, Jacob H. Rand, Margaret L. Rand, Dinesh S. Rao, Farhad Ravandi, David J. Rawlings, Pavan Reddy, Mark T. Reding, Andreas Reiter, Lawrence Rice, Matthew J. Riese, A. Kim Ritchey, David J. Roberts, Elizabeth Roman, Cliona M. Rooney, Steven T. Rosen, Marlies P. Rossmann, Antal Rot, Scott D. Rowley, Jeffrey E. Rubnitz, Natalia Rydz, Mohamed E. Salama, Steven Sauk, Yogen Saunthararajah, William Savage, David T. Scadden, Kristen G. Schaefer, Fred J. Schiffman, Robert Schneidewend, Stanley L. Schrier, Edward H. Schuchman, Bridget Scullion, Kathy Selvaggi, Keitaro Senoo, Montaser Shaheen, Beth H. Shaz, Samuel A. Shelburne, Elizabeth J. Shpall, Susan B. Shurin, Deborah Siegal, Leslie E. Silberstein, Lev Silberstein, Roy L. Silverstein, Steven R. Sloan, Franklin O. Smith, James W. Smith, Katy Smith, David P. Steensma, Martin H. Steinberg, Wendy Stock, Jill R. Storry, Susan L. Stramer, Ronald G. Strauss, David F. Stroncek, Justin Taylor, Swapna Thota, Steven P. Treon, Anil Tulpule, Roberto Ferro Valdes, Peter Valent, Suresh Vedantham, Gregory M. Vercellotti, Michael R. Verneris, Elliott Vichinsky, Ulrich H. von Andrian, Julie M. Vose, Andrew J. Wagner, Ena Wang, Jia‐Huai Wang, Theodore E. Warkentin, Melissa Wasserstein, Ann Webster, Daniel J. Weisdorf, Jeffrey I. Weitz, Connie M. Westhoff, Allison P. Wheeler, Page Widick, James S. Wiley, Basem M. William, D. A. Williams, Wyndham H. Wilson, Joanne Wolfe, Lucia R. Wolgast, Deborah Wood, Jennifer M. Wu, Joachim Yahalom, Donald L. Yee, Anas Younes, Neal S. Young, Michelle P. Zeller

Bibliographic record

VenueElsevier eBooks · 2017

Typebook-chapter

Languageen

Field

Topic

Canadian institutionsMcMaster UniversityCanadian Blood Services

Fundersnot available

KeywordsComputer science

DOI10.1016/b978-0-323-35762-3.00168-2

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 score0.329

Threshold uncertainty score0.470

Distilled classifier scores by category (both heads)

Category	Codex	Gemma
Metaresearch	0.001	0.003
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	0.007	0.005
Open science	0.002	0.004
Research integrity	0.002	0.002
Insufficient payload (model declined to judge)	0.671	0.601

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 head0.022

GPT teacher head0.262

Teacher spread0.240 · 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