Record W4206088715 · doi:10.1016/b978-0-323-40181-4.00302-9

Contributors

2017· book-chapter· en· W4206088715 on OpenAlexaff

Mark J. Abzug, Elisabeth E. Adderson, Allison L. Agwu, Kevin Alby, Grace M. Aldrovandi, Upton Allen, Gerardo Álvarez-Hernández, Krow Ampofo, Evan J. Anderson, Margot Anderson, Stella Antonara, Monica I. Ardura, Paul M. Arguin, John Arnold, Naomi Aronson, Ann M. Arvin, Shai Ashkenazi, Edwin J. Asturias, Vahe Badalyan, Carol J. Baker, Karthik Balakrishnan, Brittany S. Barros, William J. Barson, Daniel G. Bausch, Kirsten Bechtel, Daniel K. Benjamin, David M. Berman, David A. Blanco, Karen C. Bloch, Margaret J. Blythe, Joseph A. Bocchini, Anna Bowen, William Bowie, Thomas G. Boyce, John S. Bradley, Michael T. Brady, Denise F. Bratcher, Paula K. Braverman, Joseph Bresee, Itzhak Brook, Kevin Brown, Kristina A. Bryant, E. Stephen Buescher, Jane L. Burns, Carrie L. Byington, Andrés Camacho-González, Paul T. Cantey, Bryan D. Carter, Mary T. Caserta, Luis A. Castagnini, Chiara Cerini, Ellen G. Chadwick, Silvia S. Chiang, John C. Christenson, Susan Coffin, Melissa G. Collier, Jennifer Collins, Laurie S. Conklin, Beverly L. Connelly, Despina G. Contopoulos‐Ioannidis, James H. Conway, Margaret M. Cortese, Elaine G. Cox, C. Buddy Creech, Jonathan D. Crews, Dennis Cunningham, Nigel Curtis, Natalie Dailey Garnes, Lara Danziger‐Isakov, Toni Darville, Gregory A. Dasch, Irini Daskalaki, Robert S. Daum, Michael L. Davenport, H. Dele Davies, Fatimah S. Dawood, J. Christopher Day, Maite de la Morena, Gail J. Demmler‐Harrison, Gregory P. DeMuri, Dickson D. Despommier, Karen A. Diefenbach, Kathryn M. Edwards, Morven S. Edwards, Lawrence F. Eichenfield, Dirk M. Elston, Beth Emerson, Moshe Ephros, Güliz Erdem, Marina E. Eremeeva, Jessica E. Ericson, Douglas H. Esposito, Monica M. Farley, Anat R. Feingold, Kristina N. Feja, Adam Finn, M. L. Fischer, Patricia M. Flynn, LeAnne M. Fox, Michael M. Frank, Douglas R. Fredrick, Robert W. Frenck, Sheila Fallon Friedlander, Hayley A. Gans, Gregory M. Gauthier, Jeffrey S. Gerber, Francis Gigliotti, Mark A. Gilger, Carol Glaser, Amanda F. Goddard, Benjamin D. Gold, Jane M. Gould, Michael Green, David A. Greenberg, Tanya Greywal, Daniel Griffin, Patricia M. Griffin, Alexei A. Grom, Kathleen Gutierrez, Julie Gutman, Judith A. Guzman‐Cottrill, Aron J. Hall, Jinyoung Han, Marvin B. Harper, Julie Harris, Christopher J. Harrison, David Haslam, Sarah Hawkes, J. Owen Hendley, Marion C.W. Henry, Joseph A. Hilinski, Susan L. Hills, Scott D. Holmberg, Deborah Holtzman, David K. Hong, Peter J. Hotez, Katherine Hsu, David A. Hunstad, Loris Y. Hwang, Mary Anne Jackson, Richard F. Jacobs, Ravi Jhaveri, Kateřina Jirků‐Pomajbíková, Jeffrey L. Jones, Mahima Karki, M. Gary Karlowicz, Ben Z. Katz, Ishminder Kaur, Gilbert J. Kersh, Jay S. Keystone, Muhammad Ali Khan, David W. Kimberlin, Martin B. Kleiman, Bruce S. Klein, Karl C. Klontz, Barbara Knust, Andrew Y. Koh, E. Kent Korgenski, Paul Krogstad, Preeta K. Kutty, Christine T. Lauren, Hillary S. Lawrence, Amy L. Leber, Grace M. Lee, Eugene Leibovitz, Eyal Leshem, Stéphanie Levasseur, David B. Lewis, Robyn A. Livingston, Eloisa Llata, Sarah S. Long, Ben Lopman, Yalda C. Lucero, Jorge Luján‐Zilbermann, Katherine Luzuriaga, Noni E. MacDonald, Yvonne Maldonado, John J. Manaloor, Chitra S. Mani, Kalpana Manthiram, Gary S. Marshall, Stacey W. Martin, Almea Matanock, Catalina Matiz, Alison C. Mawle, Tony Mazzulli, Kathleen A. McGann, Kenneth McIntosh, Lucy A. McNamara, Michal Meir, Debrah Meislich, H. Cody Meissner, Elissa Meites, Asunción Mejías, Jussi Mertsola, Kevin Messacar, Mohammed Nael Mhaissen, Marian G. Michaels, Melissa B. Miller, Eric D. Mintz, John F. Modlin, Parvathi Mohan, Susan P. Montgomery, José G. Montoya, Pedro L. Moro, Anna‐Barbara Moscicki, R. Lawrence Moss, Angela Myers, Simon Nadel, Michael Neely, Karen Neil, Joanna Nelson, Noele P. Nelson, William L. Nicholson, Victor Nizet, Amy J. Nopper, Theresa J. Ochoa, Walter A. Orenstein, Miguel O’Ryan, Christopher D. Paddock, Harpreet Pall, Suresh Kumar Panuganti, Diane E. Pappas, Robert F. Pass, Thomas F. Patterson, Monica E. Patton, Stephen I. Pelton, Brett W. Petersen, Larry K. Pickering, Swetha Pinninti, Paul J. Planet, Andrew J. Pollard, Klara M. Posfay‐Barbe, Casper S. Poulsen, Susan M. Poutanen, Ann M. Powers, Charles G. Prober, Octavio Ramilo, Shawn J. Rangel, Suchitra Rao, Sarah A. Rawstron, Jennifer S. Read, Michael D. Reed, Ryan F. Relich, Megan E. Reller, Neil Rellosa, Katherine A. Rempe, Melissa Reyes, Samuel E. Rice‐Townsend, Frank O. Richards, José R. Romero, David A. Rosen, Christina A. Rostad, G. Ingrid J. G. Rours, Janell Routh, Anne H. Rowley, Lorry G. Rubin, Edward T. Ryan, Lisa Saiman, Julia Shaklee Sammons, Laura Sass, Jason Sauberan, Sarah Schillie, Grant S. Schulert, Jennifer E. Schuster, Kevin L. Schwartz, Bethany K. Sederdahl, José A. Serpa, Kara N. Shah, Samir S. Shah, Andi L. Shane, Eugene D. Shapiro, Jana Shaw, Avinash K. Shetty, Linda M. Dairiki, George K. Siberry, Jane D. Siegel, Robert D. Siegel, Kari Simonsen, Nalini Singh, Upinder Singh, P. Brian Smith, John Snyder, Eunkyung Song, Jennifer Sorrell, Emily Souder, Joseph W. St. Geme, Mary Allen Staat, J. Erin Staples, Jeffrey R. Starke, William J. Steinbach, Christen Rune Stensvold, Bradley P. Stoner, Raymond A. Strikas, Jonathan B. Strober, Paul K. Sue, Deanna A. Sutton, Douglas J. Swanson, Jacqueline E. Tate, Marc Tebruegge, Eyasu H. Teshale, Amelia B. Thompson, George R. Thompson, Robert Thompson-Stone, Richard B. Thomson, Emily A. Thorell, Nicole H. Tobin, Philip Toltzis, James R. Treat, Stephanie B. Troy, Russell B. Van, Louise E. Vaz, Jennifer Vodzak, Ellen R. Wald, Rebecca Wallihan, Zoon Wangu, Matthew Washam, Joshua R. Watson, Rachel L Wattier, Geoffrey A. Weinberg, A. Clinton White, Harold C. Wiesenfeld, John V. Williams, Rodney E. Willoughby, Sarah L. Wingerter, Robert R. Wittler, Karen K. Wong, Kimberly Workowski, Terry W. Wright, Pablo Yagupsky, Catherine Yen, Jumi Yi, Jonathan S. Yoder, Edward J. Young, Andrea L. Zaenglein, Kanecia O. Zimmerman

Bibliographic record

VenueElsevier eBooks · 2017

Typebook-chapter

Languageen

Field

Topic

Canadian institutionsSickKids FoundationHospital for Sick ChildrenUniversity of Toronto

Fundersnot available

KeywordsPsychology

DOI10.1016/b978-0-323-40181-4.00302-9

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