Record W4205206354 · doi:10.1016/b978-1-4377-2702-9.00303-2

Contributors

2012· book-chapter· en· W4205206354 on OpenAlexaff

Elisabeth E. Adderson, Aarti Agarwal, Grace M. Aldrovandi, Upton Allen, Manuel R. Amieva, Krow Ampofo, Alicia D. Anderson, Margot Anderson, Paul M. Arguin, John Arnold, Ann M. Arvin, Shai Ashkenazi, Carol J. Baker, William J. Barson, Daniel G. Bausch, Kirsten Bechtel, Daniel K. Benjamin, Frank E. Berkowitz, Margaret J. Blythe, Joseph A. Bocchini, Michael Boeckh, Anna Bowen, William Bowie, Thomas G. Boyce, John S. Bradley, Michael T. Brady, Denise F. Bratcher, Paula K. Braverman, Caroline Breese Hall, Joseph Bresee, Itzhak Brook, Kristina A. Bryant, E. Stephen Buescher, Jane L. Burns, Gale R. Burstein, Carrie L. Byington, Kathy K. Byrd, Michael Cappello, Bryan D. Carter, Emily J. Cartwright, Mary T. Caserta, Chiara Cerini, Ellen G. Chadwick, Beth Cheesebrough, P. Joan Chesney, John C. Christenson, Thomas G. Cleary, Susan Coffin, Laura Conklin, Laurie S. Conklin, Beverly L. Connelly, Despina G. Contopoulos‐Ioannidis, James H. Conway, Margaret M. Cortese, C. Michael Cotten, Elaine Cox, Maryanne E. Crockett, James E. Crowe, Nigel Curtis, Dennis Cunningham, Linda M. Dairiki Shortliffe, Toni Darville, Gregory A. Dasch, Irini Daskalaki, Robert S. Daum, Fatimah S. Dawood, Gail J. Demmler, Dickson D. Despommier, Karen A. Diefenbach, Christopher C. Dvorak, Kathryn M. Edwards, Morven S. Edwards, Lawrence F. Eichenfield, Dirk M. Elston, Janet A. Englund, Véronique Erard, Marina E. Eremeeva, Anat R. Feingold, Adam Finn, Anthony E. Fiore, M. L. Fischer, Sarah J. Fitch, Patricia M. Flynn, LeAnne M. Fox, Michael M. Frank, Douglas R. Fredrick, Sheila Fallon Friedlander, Hayley A. Gans, Maria C. Garzón, Jeffrey S. Gerber, Michael D. Geschwind, Laura Gieraltowski, Francis Gigliotti, Peter H. Gilligan, Carol Glaser, Benjamin D. Gold, Brahm Goldstein, Jane M. Gould, Michael Green, David A. Greenberg, Patricia M. Griffin, Alexei A. Grom, Kathleen Gutierrez, Judith A. Guzman‐Cottrill, Aron J. Hall, Marvin B. Harper, Christopher J. Harrison, David Haslam, Sarah Hawkes, Edward B. Hayes, Rohan Hazra, Sara Jane Heilig, J. Owen Hendley, Marion C.W. Henry, Joseph A. Hilinski, Scott D. Holmberg, Deborah Holtzman, Peter J. Hotez, Katherine Hsu, Dale J. Hu, Loris Y. Hwang, David Y. Hyun, Mary Anne Jackson, Richard F. Jacobs, Jeffrey L. Jones, Saleem Kamili, M. Gary Karlowicz, Ben Z. Katz, Gilbert J. Kersh, Laura M. Kester, Jay S. Keystone, David W. Kimberlin, Martin B. Kleiman, Mark W. Kline, Andrew Y. Koh, Andreas Konstantopoulos, Katalin Korányi, E. Kent Korgenski, Andrew T. Kroger, Paul Krogstad, Christine T. Lauren, Hillary S. Lawrence, Eugene Leibovitz, Stéphanie Levasseur, David B. Lewis, Jay M. Lieberman, Jen-Jane Liu, Robyn A. Livingston, Eloisa Llata, Anagha Loharikar, Sarah S. Long, Ben Lopman, Bennett Lorber, Donald E. Low, Yalda C. Lucero, Jorge Luján‐Zilbermann, Katherine Luzuriaga, Noni E. MacDonald, Adam MacNeil, Yvonne Maldonado, Chitra S. Mani, Mario J. Marcon, Gary S. Marshall, Stacey W. Martin, Catalina Matiz, Alison C. Mawle, Tony Mazzulli, George H. McCracken, Matthew B. McDonald, Robert S. McGregor, Kenneth McIntosh, Meredith McMorrow, Candice J. McNeil, Jennifer H. McQuiston, Debrah Meislich, Heike Meißner, Asunción Mejías, Manoj Menon, Jussi Mertsola, Marian G. Michaels, Melissa B. Miller, Eric D. Mintz, John F. Modlin, Parvathi Mohan, Susan P. Montgomery, José G. Montoya, Zack Moore, Maite de la Morena, Pedro L. Moro, Anna‐Barbara Moscicki, R. Lawrence Moss, Trudy V. Murphy, Dennis L. Murray, Angela Myers, Simon Nadel, James P. Nataro, Michael Neely, William L. Nicholson, Victor Nizet, Amy J. Nopper, Anna Norrby‐Teglund, Theresa J. Ochoa, Miguel O’Ryan, Walter A. Orenstein, Christopher D. Paddock, Diane E. Pappas, Robert F. Pass, Thomas F. Patterson, Stephen I. Pelton, Larry K. Pickering, Caroline Diane Sarah Piggott, Philip A. Pizzo, Andrew J. Pollard, Klara M. Posfay‐Barbe, Susan M. Poutanen, Dwight A. Powell, Alice Prince, Charles G. Prober, Octavio Ramilo, Shawn J. Rangel, Sarah A. Rawstron, Jennifer S. Read, Michael D. Reed, Joanna J. Regan, Megan E. Reller, Melissa Reyes, Peter A. Rice, Samuel E. Rice‐Townsend, Frank O. Richards, Gail L. Rodgers, Pierre E. Rollin, José R. Romero, G. Ingrid J. G. Rours, Anne H. Rowley, Sharon L. Roy, Lorry G. Rubin, Guillermo M. Ruiz‐Palacios, Lisa Saiman, Laura Sass, Jason Sauberan, Peter M. Schantz, Eileen Schneider, Gordon E. Schutze, Benjamin Schwartz, Heidi Schwarzwald, Kara N. Shah, Samir S. Shah, Andi L. Shane, Craig Shapiro, Eugene D. Shapiro, Umid Sharapov, Jana Shaw, George K. Siberry, Jane D. Siegel, Robert D. Siegel, Nalini Singh, Upinder Singh, P. Brian Smith, John Snyder, David E. Soper, Mary Allen Staat, J. Erin Staples, Jeffrey R. Starke, William J. Steinbach, Ina Stephens, Joseph W. St. Geme, Bradley P. Stoner, Jonathan B. Strober, Kanta Subbarao, Deanna A. Sutton, Douglas J. Swanson, Leonel Tadao Takada, Jacqueline E. Tate, Robert V. Tauxe, Marc Tebruegge, Eyasu H. Teshale, George R. Thompson, Herbert A. Thompson, Richard B. Thomson, Emily A. Thorell, Rania A. Tohme, Robert W. Tolan, Philip Toltzis, James R. Treat, Stephanie B. Troy, Russell B. Van Dyke, Jorge J. Velarde, Jennifer Vodzak, Ellen R. Wald, Geoffrey A. Weinberg, A. Clinton White, Marc‐Alain Widdowson, Harold C. Wiesenfeld, John V. Williams, R Williams, Rodney E. Willoughby, Craig M. Wilson, Sarah L. Wingerter, Jerry A. Winkelstein, Kimberly Workowski, Terry W. Wright, Pablo Yagupsky, Nada Yazigi, Catherine Yen, Edward J. Young, Andrea L. Zaenglein, Theoklis E. Zaoutis

Bibliographic record

VenueElsevier eBooks · 2012

Typebook-chapter

Languageen

Field

Topic

Canadian institutionsSickKids FoundationHospital for Sick ChildrenUniversity of Toronto

Fundersnot available

KeywordsPsychology

DOI10.1016/b978-1-4377-2702-9.00303-2

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)0.002

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 score0.324

Threshold uncertainty score0.462

Distilled classifier scores by category (both heads)

Category	Codex	Gemma
Metaresearch	0.001	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	0.001	0.002
Insufficient payload (model declined to judge)	0.676	0.579

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 head0.019

GPT teacher head0.244

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