Record W4252127505 · doi:10.1016/b978-1-4160-3479-7.10200-9

Contributors

2011· book-chapter· en· W4252127505 on OpenAlexaff

Soraya Abbasi, S. Lee Adamson, Anne Ades, N. Scott Adzick, Kurt H. Albertine, Steven M. Altschuler, Ruben Alvaro, Russell V. Anthony, S. Arulkumaran, Richard L. Auten, Mary Ellen Avery, Ellis D. Avner, H. Scott Baldwin, Philip L. Ballard, Eduardo Bancalari, David J. Barker, Damien Bates, Frederick C. Battaglia, K. H. Bauer, Gary K. Beauchamp, Corinne Benchimol, Laura Bennet, Phillip R. Bennett, Robert A. Berg, Melvin Berger, Monica Bhatia, Vinod K. Bhutani, Stan R. Blecher, Arlin B. Blood, David L. Bolender, Rada Boskovic, Robert D. Boyd, Robert A. Brace, Eileen D. Brewer, Delma L. Broussard, Laura D. Brown, Douglas G. Burrin, B. Byrne, Anne Grete Byskov, Mitchell S. Cairo, Barbara Cannon, Michael J. Caplan, Luke C. Carey, Susan E. Carlson, David P. Carlton, William J. Cashore, Yang Chai, Carol L. Cheatham, Sylvain Chemtob, Robert L. Chevalier, Sadhana Chheda, Robert D. Christensen, David H. Chu, Robert R. Clancy, M T Clandinin, David A. Clark, Jane Cleary‐Goldman, Ronald I. Clyman, Susan Cohen, John Colombo, Howard E. Corey, Robert B. Cotton, Beverly J. Cowart, Richard M. Cowett, Leona Cuttler, Mary E. D’Alton, Enrico Danzer, Elmer S David, Diva D. De León, Maria Delivoria‐Papadopoulos, Raye‐Ann deRegnier, Thomas G. Diacovo, George A. Díaz, Chris J. Dickinson, John P. Dormans, Kerry M. Empey, Offer Erez, Robert P. Erickson, Bülent Erol, Mohamed A. Fahim, Leonard G. Feld, Miguel Feldman, Ronaldo P. Ferraris, Douglas G. Field, Delbert A. Fisher, Jennifer Frances, Hans‐Georg Frank, Philippe Friedlich, Aaron L. Friedman, Joshua R. Friedman, Marianne Garland, Michael Georgieff, Peter D. Gluckman, Armond S. Goldman, R. Ariel Gómez, Francesca Gotsch, Denis M. Grant, Lucy Green, Adda Grimberg, Justin C. Grindley, Ian Gross, M. Brad Guffey, Jean‐Pierre Guignard, Alistair J. Gunn, Gabriel G. Haddad, J. Nathan Hagstrom, J. Nina Ham, Simon J. Hambidge, Margit Hamosh, Mark A. Hanson, Richard Harding, Olga T. Hardy, Mary Catherine Harris, Musa A. Haxhiu, William W. Hay, William C. Heird, Emilio A. Herrera, Harry R. Hill, A. Craig Hillemeier, Kurt Hirschhorn, Steven B. Hoath, Stuart B. Hooper, Tracy E. Hunley, Shahid Husain, Susan M. Hutson, Machiko Ikegami, Terrie E. Inder, John L. Jefferies, Alan H. Jobe, Lois Johnson, Sonja E. Johnson, Michael V. Johnston, Richard B. Johnston, Deborah P. Jones, Peter Lloyd Jones, Rebecca L. Jones, Pedro A. José, Satish C. Kalhan, Suhas G. Kallapur, Stanley A. Kaplan, Heidi Karpen, Saul J. Karpen, Sudha Kashyap, Frederick J. Kaskel, Lorraine E. Levitt Katz, Susan E. Keeney, Omar Khwaja, Laurie E. Kilpatrick, David W. Kimberlin, John P. Kinsella, Jay K. Kolls, Valentina Kon, Ernest A. Kopecky, Gideon Koren, Nancy F. Krebs, Thomas J. Kulik, Juhi Kumar, Juan Pedro Kusanovic, Jessica Katz Kutikov, Timothy R. La Pine, Miguel A. Lasunción, Tucker W. LeBien, Mary Lee, Matthew Lee, Fred Levine, Chris A. Liacouras, Michael A. Linshaw, Steven Lobritto, Cynthia A. Loomis, Maria Luisa S. Sequeira-Lόpez, John M. Lorenz, Felicia M. Low, Ralph A. Lugo, Akhil Maheshwari, Shadi Malaeb, Carlos B. Mantilla, M. Michele Mariscalco, László Maródi, Karel Maršál, Richard J. Martin, Dwight E. Matthews, Alan N. Mayer, Jane E. McGowan, James L. McManaman, Tim C. McQuinn, Huseyin Mehmet, Julie A. Mennella, Martha J. Miller, Helen A. Mintz-Hittner, Paul Monagle, Iona M. Monteiro, Jacopo P. Mortola, Glen E. Mott, Maka Mshvildadze, M. Zulficar Mughal, Susan E. Mulroney, Upender K. Munshi, Leslie Myatt, Margaret Myers, Ran Namgung, Sumana Narasimhan, Heinz Nau, Jan Nedergaard, Josef Neu, Margaret Neville, Heber C. Nielsen, Lee Niswander, Lawrence M. Nogee, Shahab Noori, Victoria F. Norwood, Luigi D. Notarangelo, Edward S. Ogata, Robin K. Ohls, Taher Omari, James F. Padbury, Mark R. Palmert, Prabhu S. Parimi, Elvira Parravicini, Gilberto R. Pereira, Jeffrey M. Perlman, Anthony F. Philipps, Arthur S. Pickoff, Grisha Pirianov, David Pleasure, Jeanette R. Pleasure, Sabine Luise Plonait, Daniel H. Polk, Scott L. Pomeroy, Fred Possmayer, Martin Post, Brandon S. Poterjoy, Gordon G. Power, Jorge Prada, Lawrence S. Prince, G Putet, Theodore J. Pysher, Marlene Rabinovitch, Scott H. Randell, Timothy R.H. Regnault, Jann Rhodes, Michael J. Rieder, Henrique Rigatto, Natalie E. Rintoul, Roberto Romero, Seamus A. Rooney, James C. Rose, Charles R. Rosenfeld, Arthur J. Ross, Colin D. Rudolph, Martin K. Rutter, Thor Willy Ruud-Hansen, Rakesh Sahni, Harvey B. Sarnat, Lisa M. Satlin, Ola Didrik Saugstad, Kurt Schibler, Frank C. Schmalstieg, Karl Schulze, Jeffrey Schwartz, Gunnar Sedin, Jeffrey L. Segar, István Seri, Thomas H. Shaffer, Philip W. Shaul, Jayant P. Shenai, Colin P. Sibley, Gary C. Sieck, Theresa M. Siler-Khodr, Rebecca A. Simmons, Emidio M. Sivieri, Harold C. Slavkin, Brian S. Snarr, Evan Y. Snyder, Jeanne M. Snyder, Martha Sola‐Visner, Michael J. Solhaug, Charles A. Stanley, F. Bruder Stapleton, Barbara S. Stonestreet, Dennis M. Styne, William E. Sweeney, Deanna T. Taylor, Paul Thornton, Jeffrey A. Towbin, William E. Truog, Reginald C. Tsang, Nicole J. Ullrich, Edi Vaisbuch, John E. Van Aerde, Carmella van de Ven, Johannes B. van Goudoever, Minke van Tuyl, Robert C. Vannucci, Susan J. Vannucci, Matteo Vatta, Daniela Virgintino, Joseph J. Volpe, MaryAnn V. Volpe, Reidar Wallin, David Warburton, Robert M. Ward, Kristi L. Watterberg, Steven L. Werlin, Lynne A. Werner, Susan E. Wert, Andy Wessels, †Lars Grabow Westergaard, Jeffrey A. Whitsett, Michaelann S. Wilke, Louise Wilkins‐Haug, †Dermot H. Williamson, Craig B. Woda, Douglas Woelkers, Marla R. Wolfson, Robert P. Woroniecki, Stephen Yip, Mervin C. Yöder, Stephen L. Young, Dan Zhou

Bibliographic record

VenueElsevier eBooks · 2011

Typebook-chapter

Languageen

Field

Topic

Canadian institutionsUniversity of ManitobaMount Sinai HospitalLunenfeld-Tanenbaum Research InstituteHealth Sciences CentreSt. Boniface HospitalUniversity of Toronto

Fundersnot available

KeywordsPhilosophy

DOI10.1016/b978-1-4160-3479-7.10200-9

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)0.002

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 score0.314

Threshold uncertainty score0.448

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)	0.686	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 head0.024

GPT teacher head0.236

Teacher spread0.212 · 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