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Correction to: Cluster identification, selection, and description in Cluster randomized crossover trials: the PREP-IT trials
Sheila Sprague, Taryn Scott, Shannon Dodds, David Pogorzelski, Paula McKay, Anthony Harris, Amber Wood, Lehana Thabane, Mohit Bhandari, Samir Mehta, Greg E. Gaski, Christina Boulton, Francesc Marcano-Fernández, Ernesto Guerra-Farfán, Joan Hebden, Lyndsay M. O’Hara, Gerard P. Slobogean, Jeffrey Wells, Jean-Claude D’Alleyrand, Daniel C. Mullins, Gregory J. Della Rocca, Kyle J. Jeray, Lucas S. Marchand, Robert Zura, Michael J. Gardner, Jenna Blasman, Jonah Davies, Stephen Y. Liang, Monica Taljaard, P.J. Devereaux, Gordon Guyatt, Diane Heels‐Ansdell, Debra Marvel, Jana Palmer, Jeff Friedrich, Nathan N. O’Hara, Frances Grissom, Ida Leah Gitajn, Saam Morshed, Robert V. O’Toole, Bradley Petrisor, Megan Camara, Franca Mossuto, Manjari Joshi, Justin Fowler, Jessica C. Rivera, Max Talbot, Alisha Garibaldi, Silvia Li, Uyen Nguyen, Alejandra Rojas, Gina Del Fabbro, Olivia Paige Szasz, Andrea Howe, Joshua Rudnicki, Haley K. Demyanovich, Kelly Little, C. Daniel Mullins, Michelle Medeiros, Eric Kettering, Diamond Hale, Andrew Eglseder, Aaron M. Johnson, Christopher G. Langhammer, Christopher Lebrun, Theodore T. Manson, Jason W. Nascone, Ebrahim Paryavi, Raymond A. Pensy, Andrew N. Pollak, Marcus F. Sciadini, Yasmin Degani, Katherine Joseph, Brad Petrisor, Herman Johal, Bill Ristevski, Dale Williams, Matthew Denkers, Krishan Rajaratnam, Jamal Al‐Asiri, Jordan Leonard, Jodi L. Gallant, Federico Pérsico, Marko Gjorgjievski, Annie George, Roman M. Natoli, Todd O. McKinley, Walter W. Virkus, Anthony T. Sorkin, J. Szatkowski, Joseph R. Baele, Brian Mullis, Lauren C. Hill, Andrea Hudgins, Patrick M. Osborn, Sarah N. Pierrie, Eric Martínez, Joseph Kimmel, John D. Adams, Michael L. Beckish, Christopher C. Bray, Timothy R. Brown, Andrew W. Cross, Timothy Dew, Gregory K. Faucher, Richard W. Gurich, David E. Lazarus, S. John Millon, M. Jason Palmer, Scott E. Porter, Thomas M. Schaller, Michael S. Sridhar, L. Edwin Rudisill, Michael J. Garitty, Andrew S. Poole, Michael L. Sims, Clark M. Walker, Robert Carlisle, Erin Adams Hofer, Brandon S. Huggins, Michael D. Hunter, W. A. Marshall, Shea Bielby Ray, Cory D. Smith, Kyle M. Altman, Julia C. Bedard, Markus F. Loeffler, Erin R. Pichiotino, Austin A. Cole, Ethan J. Maltz, Wesley Parker, T. Bennett Ramsey, Alex Burnikel, Michael Colello, Russell J. Stewart, Jeremy Wise, Marion Moody, Stephanie L. Tanner, Rebecca G. Snider, Christine E. Townsend, Kayla H. Pham, Abigail Martin, Emily Robertson, Theodore Miclau, Utku Kandemir, Meir Marmor, Amir Matityahu, R. Trigg McClellan, Eric Meinberg, David Shearer, Paul Toogood, Anthony Ding, Erin Donohue, Tigist Belaye, Eleni Berhaneselase, Alexandra R. Paul, Kartik Garg, Joshua L. Gary, Stephen J. Warner, John W. Munz, Andrew M. Choo, Timothy S. Achor, Milton L. Chip Routt, Mayank Rao, Guillermo Pechero, Adam R. Miller, Jennifer E. Hagen, Matthew Patrick, Richard Vlasak, Thomas Krupko, Kalia Sadasivan, Chris Koenig, Daniel P. Bailey, Daniel Wentworth, Chi Van, Justin T. Schwartz, Niloofar Dehghan, Clifford B. Jones, Jessica Watson, Michael D. McKee, A Karim, Michael Talerico, Debra L. Sietsema, Alyse Williams, Tayler Dykes, William T. Obremskey, A. Alex Jahangir, Manish K. Sethi, Robert Boyce, Daniel J. Stinner, Phillip M. Mitchell, Karen Trochez, Andrés Rodríguez, Vamshi Gajari, Elsa Rodriguez, Charles Pritchett, Jason Lowe, Jason R. Wild, John T. Ruth, Michel Taylor, Andrea Seach, Sabina Saeed, Hunter Culbert, Alejandro Francisco‐Cruz, Thomas R. Knapp, Colin Hurkett, Maya Lowney, Michael J. Prayson, Indresh Venkatarayappa, Brandon Horne, Jennifer Jerele, Linda Clark, Montsant Jornet-Gibert, Laia Martínez-Carreres, David Martí-Garín, Jorge Serrano-Sanz, Joel Sánchez-Fernández, Matsuyama Sanz-Molero, Alejandro Carballo, Xavier Pelfort, Francesc Acerboni-Flores, Anna Alavedra-Massana, Neus Anglada-Torres, Alexandre Berenguer, Jaume Cámara-Cabrera, Ariadna Caparros-García, Ferran Fillat‐Gomà, Ruben Fuentes-López, Ramona Garcia-Rodriguez, Nuria Gimeno-Calavia, Guillem Graells-Alonso, Marta Martínez-Álvarez, Patricia Martínez-Grau, Raúl Pellejero-García, Ona Ràfols-Perramon, Juan Manuel Peñalver, Mònica Salomó Domènech, Albert Soler-Cano, Aldo Velasco-Barrera, Christian Yela‐Verdú, Mercedes Bueno-Ruiz, Estrella Sánchez-Palomino, Yaiza García, Nicholas M. Romeo, Heather A. Vallier, Mary A. Breslin, Joanne Fraifogl, Eleanor S. Wilson, Leanne K. Wadenpfuhl, Paul G. Halliday, Darius G. Viskontas, Kelly Apostle, Dory Boyer, Farhad Moola, Bertrand Perey, Trevor Stone, H. Michael Lemke, Mauri Zomar, Ella Spicer, Chen “Brenda” Fan, Kyrsten Payne, Kevin D. Phelps, Michael Bosse, Madhav A. Karunakar, Laurence B. Kempton, Stephen M. Sims, Joseph R. Hsu, Rachel B. Seymour, Christine Churchill, Claire Bartel, Robert Miles Mayberry, Maggie Brownrigg, Cara Girardi, Ada Mayfield, Robert A. Hymes, Cary C. Schwartzbach, Jeff E. Schulman, Arjan Malekzadeh, Michael A. Holzman, Lolita Ramsey, James S. Ahn, Farhanaz Panjshiri, Sharmistha Das, Antoinisha D. English, Sharon Haaser, Jaslynn Cuff, Holly Pilson, Eben A. Carroll, Jason J. Halvorson, Sharon Babcock, J. Brett Goodman, Martha B. Holden, Debra Bullard, Wendy R. Williams, Thomas F. Higgins, Justin M. Haller, David L. Rothberg, Ashley Neese, Mark Russell, Marcus P. Coe, Kevin Dwyer, Devin S. Mullin, Clifford A. Reilly, Peter DePalo, Amy E. Hall, Marilyn Heng, Mitchel B. Harris, R. M. Smith, David W. Lhowe, John G. Esposito, Mira Bansal, Patrick F. Bergin, George V. Russell, Matthew L. Graves, John Morellato, Heather K. Champion, Leslie N. Johnson, Sheketha L. McGee, Eldrin Bhanat, Derek J. Donegan, Jaimo Ahn, Annamarie D. Horan, Mary Dooley, Ashley Kuczinski, Ashley Iwu, David A. Potter, Robert VanDemark, Branden Pfaff, Troy Hollinsworth, Michael J. Weaver, Arvind von Keudell, Michael F. McTague, Elizabeth Allen, Todd Jaeblon, Robert Beer, Mark J. Gage, Rachel M. Reilly, Cindy Sparrow
Bibliographic record
VenueTrials · 2020
Typeerratum
Languageen
FieldMathematics
TopicStatistical Methods in Clinical Trials
Canadian institutionsImpactMcMaster University
Fundersnot available
KeywordsIdentification (biology)Selection (genetic algorithm)Cluster (spacecraft)MedicineCrossoverRandomized controlled trialCrossover studyData miningMedical physicsAlternative medicineInformation retrievalData scienceComputational biologyComputer scienceArtificial intelligencePathologyBiology
Abstract
An amendment to this paper has been published and can be accessed via the original article.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
metaresearch head score (Codex)0.394
metaresearch head score (Gemma)0.968
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Meta-epidemiology (broad), Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMetaresearch, Research integrity
DomainCandidate signal: Methods · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.697
Threshold uncertainty score1.000
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.394 | 0.968 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.016 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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 head0.642
GPT teacher head0.585
Teacher spread0.057 · 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; both teacher heads agree on what is shown here.
Study designNot applicable
DomainMethods
GenreMethods
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
Citations2
Published2020
Admission routes1
Has abstractyes