Record W4213201574 · doi:10.1016/b0-7216-0323-8/50001-4

Contributors

2004· book-chapter· en· W4213201574 on OpenAlexaff

Michael J. Ackerman, Felipe Aguel, Cesar Alberte‐Lista, Matthias Antz, Charles Antzelevitch, Justus Anumonwo, Rishi Arora, Peter H. Backx, Jeffrey R. Balser, Karen J. Beckman, David G. Benditt, Edward J. Berbari, Omer Berenfeld, Donald M. Bers, Eric C. Beyer, Martin Biel, Neil E. Bowles, Mark R. Boyett, Josép Brugada, Pedro Brugada, Ramón Brugada, Nenad Bursac, Alfred E. Buxton, Michael Cain, Hugh Calkins, David J. Callans, Riccardo Cappato, Sheila J. Carroll, Agustín Castellanos, Lan S. Chen, PENG-SHENG CHEN, SHIN-ANN CHEN, XIONGWEN CHEN, DAVID E. CLAPHAM, JACQUES CLÉMENTY, HARRY J. CRIJNS, Emile G. Daoud, Mithilesh K. Das, Mario Delmar, Dario DiFrancesco, John Dimarco, HALINA DOBRZYNSKI, Heather S. Duffy, Igor R. Efimov, Joachim R. Ehrlich, Nabil El‐Sherif, Kenneth A. Ellenbogen, Andrew E. Epstein, Cengiz Ermiş, Sabine Ernst, N. A. MARK ESTES, Vladimir G. Fast, V Fedorov, G Fontaine, Sara Foresti, PAUL FORNES, ROBERT FRANK, Michael R. Franz, JOSEPH M. GALVIN, Alan Garfinkel, Anne M. Gillis, MICHAEL R. GOLD, JEFFREY GOLDBERGER, Richard A. Gray, WOLFRAM GRIMM, William J. Groh, David E. Haines, Michel Haı̈ssaguerre, Carlos Haro, David L. Hayes, Volodya Hayrapetyan, JEAN-LOUIS HEBERT, CRAIG S. HENRIQUEZ, STEFAN HERRMANN, Gerhard Hindricks, Mélèze Hocini, FRANZ HOFMANN, Stefan H. Hohnloser, HARUO HONJO, STEVEN R. HOUSER, LARRY V. HRYSHKO, Edward W. Hsu, Jian Huang, JEAN-SÉBASTIEN HULOT, Gary D. Hutchins, Raymond E. Ideker, Alberto Interian, SEI IWAI, Warren M. Jackman, Pierre Jaı̈s, José Jalife, Craig T. January, CHRISTOPHER R. JOHNSON, Mark E. Josephson, XAVIER JOUVEN, Alan H. Kadish, Jonathan M. Kalman, Timothy J. Kamp, Robert S. Kass, Harold L. Kennedy, Richard E. Kerber, Anant Khositseth, MICHAEL J. KILBORN, ANDRÉ G. KLÉBER, George J. Klein, Bradley P. Knight, ITSUO KODAMA, Hans Kottkamp, Andrew D. Krahn, JAN P. KUCERA, KARL-HEINZ KUCK, John D. Kugler, Chi Tai Kuo, JUNKO KUROKAWA, MAX J. LAB, WEN TER LAI, CLAIRE LARSON, Kenneth R. Laurita, Ralph Lazzara, Bruce B. Lerman, DEBORAH L. LERNER, SAMUEL LÉVY, Ronald Li, DAVID LIN, DEBORAH LOCKWOOD, Barry London, FEI LÜ, ANDREAS LUDWIG, Jonathan C. Makielski, Marek Malík, Eduardo Marbán, Francis E. Marchlinski, Vias Markides, Steven M. Markowitz, Barry J. Maron, AGUSTÍN D. MARTÍNEZ, MARK A. MCGUIRE, Gerhard Meissner, William M. Miles, John Miller, MICHAEL A. MILLER, Suneet Mittal, FEDERICO MOLEIRO, Sven Moosmang, Fred Morady, ALONSO P. MORENO, Arthur J. Moss, Robert J. Myerburg, Hiroshi Nakagawa, Carlo Napolitano, Stanley Nattel, Jeanne M. Nerbonne, Vladimir P. Nikolski, Jeffrey E. Olgin, HAKAN ORAL, Kenichiro Otomo, GAVIN Y. OUDIT, FEIFAN OUYANG, PIERRE L. PAGÉ, CARLO PAPPONE, Eugene Patterson, ARKADY M. PERTSOV, NICHOLAS S. PETERS, ROBERT W. PETERS, Silvia G. Priori, CATHERINE PROST-SQUARCIONI, ERIC N. PRYSTOWSKI, Bonnie B. Punske, ZHILIN QU, Rafael J. Ramírez, Ilaria Rivolta, RICHARD B. ROBINSON, DAN M. RODEN, Stephan Rohr, SALVATORE ROSANIO, Michael R. Rosen, DAVID S. ROSENBAUM, LEONID V. ROSENSHTRAUKH, BRADLEY J. ROTH, Yoram Rudy, Jeremy N. Ruskin, Frederick Sachs, JEFFREY E. SAFFITZ, Prashanthan Sanders, Michael C. Sanguinetti, NADIR SAOUDI, Benjamin J. Scherlag, Peter J. Schwartz, David Schwartzman, Oliver R. Segal, DIPEN C. SHAH, Oleg F. Sharifov, Kalyanam Shivkumar, JEFFREY SIMMONS, BRAMAH N. SINGH, Allan C. Skanes, Timothy W. Smith, KYOKO SOEJIMA, PAUL L. SORGEN, David C. Spray, Miduturu Srinivas, KENNETH M. STEIN, Susan F. Steinberg, WILLIAM G. STEVENSON, Juliane Stieber, MARCO STRAMBA-BADIALE, S. ADAM STRICKBERGER, Ruey J. Sung, MICHAEL O. SWEENEY, Charles D. Swerdlow, BRUNO TACCARDI, Steven M. Taffet, CHING-TAI TAI, D. Thomas, GORDON F. TOMASELLI, FERNANDO TONDATO, Jeffrey A. Towbin, Joseph V. Tranquillo, NATALIA A. TRAYANOVA, John K. Triedman, MARTIN TRISTANI-FIROUZI, CHIN-FENG TSAI, Leslie Tung, Gioia Turitto, George F. Van Hare, David R. Van Wagoner, Marc A. Vos, Gregory P. Walcott, Albert L. Waldo, ZULU WANG, KENNETH M. WEINBERG, DAVID WEINSTEIN, Marcel Wellner, Bruce L. Wilkoff, Mark A. Wood, JIANYI WU, Jiashin Wu, D. GEORGE WYSE, Kathryn A. Yamada, BIN YE, Raymond Yee, Alexey V. Zaitsev, Wojciech Zaręba, GUOQIANG ZHONG, Douglas P. Zipes

Bibliographic record

VenueElsevier eBooks · 2004

Typebook-chapter

Languageen

Field

Topic

Canadian institutionsUniversity of TorontoUniversity Health Network

Fundersnot available

KeywordsPsychology

DOI10.1016/b0-7216-0323-8/50001-4

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)0.000

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 score0.294

Threshold uncertainty score0.419

Distilled classifier scores by category (both heads)

Category	Codex	Gemma
Metaresearch	0.000	0.002
Meta-epidemiology (narrow)	0.001	0.001
Meta-epidemiology (broad)	0.001	0.000
Bibliometrics	0.004	0.003
Science and technology studies	0.002	0.001
Scholarly communication	0.005	0.004
Open science	0.001	0.002
Research integrity	0.001	0.001
Insufficient payload (model declined to judge)	0.706	0.623

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 head0.015

GPT teacher head0.239

Teacher spread0.224 · 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