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List of Contributors
Michaël Abécassis, Ahmed Abed, Massimo Abelli, Sarwat Ahmad, M Alessiani, Aynaa Alsharidi, Fiorella Altruda, G Amorese, Andrea Angeletti, M. Angélico, Roberta Angelico, Maria Lucia Angelotti, Robert J. Applegate, Anthony Atala, Chiara Attanasio, David A. Axelrod, Yanik J. Bababekov, Joydeep Basu, Francesca Becherucci, P. Matthew Belford, Enrico Benedetti, Valentina Benedetti, Ariela Benigni, Timothy A. Bertram, Oriol Bestard, Joshua Blake, Ugo Boggi, Lauren Brasile, Jonathan S. Bromberg, Sophie Brouard, Matthew Brovold, George W. Burke, Mirela Bušić, Zeeshan Butt, Silvia Caddeo, Stefano Calzone, Josep M. Campistol, Irene Carmagnola, Fiona Carty, Diego Castanares‐Zapatero, Christos Chadjichristos, Brooke E. Chambers, Sindhu Chandran, Christos Chatziantoniou, Ashton Chen, Linda Chen, Xiwu Chen, Valeria Chiono, Manuel Chiusa, Gaetano Ciancio, Gianluca Ciardelli, Gino Coletti, Elisabeth Coll, Christine Collienne, Robert B. Colvin, Monica Cortinovis, A. Benedict Cosimi, Paolo Cravedi, Giuseppe D’Amico, Stefano Da Sacco, Richard Danger, Jacques Dantal, Alan J. Davidson, Letizia De Chiara, Johan W. de Fijter, Gloria de la Rosa, Francis L. Delmonico, Junhong Deng, Corinne Deurdulian, Abritee Dhal, Paolo Dionigi, Beatriz Domínguez‐Gil, Marek Drozdzik, Jean‐Claude Dussaule, L. A. Edgar, Maria Francesca Egidi, Hany M El Hennawy, Karen English, Matthew J. Everly, Sharmila Fagoonee, Elvira Smeralda Famulari, Alan C. Farney, Marina Figliuzzi, Marialuisa Framarino-dei-Malatesta, David Fumo, Elena Gagliardini, Lorenzo Gallon, Sanjay Gandhi, Michael D. Gautreaux, Anna Geraedts, Domenico Giannese, Pier Cristoforo Giulianotti, Michael S. Goligorsky, Adam Griesemar, Josep M. Grinyó, Angelika C. Gruessner, Rainer W.G. Gruessner, Bulang He, Eliot Heher, Bing Ho, Sarah A. Hosgood, Kiyohiko Hotta, Atul Humar, H. David Humes, Giuseppe Iaria, Barbara Imberti, Juan Carlos Izpisúa Belmonte, Ina Jochmans, Ravi Katari, Panagiotis Kavvadas, Tatsuo Kawai, Carlos Kengla, Tristan Keys, Amritha Kidiyoor, Kengo Kidokoro, Deepali Kumar, Michael A. Kutcher, Quirino Lai, Pierre‐François Laterre, Célèste Lebbé, Christophe Legendre, Rachel Lennon, Peng Li, Jen‐Jar Lin, Melissa H. Little, Xiongbing Lu, John W. Ludlow, Beatriz Mahíllo, Rosalinde Masereeuw, R. Matesanz, Mirjana Sabljar Matovinović, Benedetta Mazzinghi, Serge Cedrick Mbiandjeu Toya, Scott McEwen, Fabio Melandro, Loredana Melchiorri, Madhav C. Menon, Majid Mirzazadeh, Samantha Montag, Robert A. Montgomery, Virginie Montiel, Núria Montserrat, Marina Morigi, Christian Morrill, Michel Mourad, Sean V. Murphy, Patricia Murray, Tiziana Nardò, Paolo A. Netti, Mark Nguyen, Michael L. Nicholson, John M. O’Callaghan, Linda Ohler, G. Orlando, Kenji Osafune, Tetsu Oura, Anna Julie Peired, Andrea Peloso, Zhenzhen Peng, Norberto Perico, Laura Perin, Vittorio Perrone, Paul Persad, János Peti‐Peterdi, Astgik Petrosyan, Andrea Pietrabissa, Christopher J. Pino, Jacques Pirenne, F Pisani, Rutger J. Ploeg, Esteban Porrini, Ambra Pozzi, Alberto Pugliese, Luigi Pugliese, Ton J. Rabelink, Teresa Rampino, Michael A. Rees, Marlies E. J. Reinders, Andrea Remuzzi, Giuseppe Remuzzi, Anne Riquier‐Brison, Raquel G. Roca, Jeffrey Rogers, Paola Romagnani, Ivy A. Rosales, Norman D. Rosenblum, Cinzia Rota, Piero Ruggenenti, Francesca Ruini, Junichiro Sageshima, Fadi Salem, Shaifali Sandal, Veronika Sander, Ilaria Santeramo, Renato M. Santos, Minnie Sarwal, Jigesh A. Shah, Aneesha Shetty, Lorenzo Silengo, Eric J. Siskind, Anton Skaro, Renaud Snanoudj, Shay Söker, Andrew M. South, Goce Spasovski, Robert J. Stratta, Charles M. Strom, Bart M. Stubenitsky, Riccardo Tamburrini, Qizhi Tang, Ekamol Tantissattamo, Masayuki Tasaki, Hisham Tchelepi, Elena Ticozzelli, Opas Traitanon, Matias Trillini, Ivo Tzvetanov, María O. Valentín, Flavio Vincenti, Fabio Vistoli, Jelle Vriend, Stephen J. Walker, Jason A. Wertheim, David F. Williams, Bettina Wilm, Martijn J. Wilmer, Rebecca A. Wingert, Xavier Wittebole, Yun Xia, Christodoulos Xinaris, Kazuhiko Yamada, Takashi Yokoo, Shinya Yokote, Maarten L. Zandvliet, Roy Zent, Yuanyuan Zhang, David Zhao, Lihui Zhao, Susan Y. Zhao
Bibliographic record
VenueElsevier eBooks · 2017
Typebook-chapter
Languageen
FieldEconomics, Econometrics and Finance
TopicDiverse Scientific and Economic Studies
Canadian institutionsUniversity Health Network
Fundersnot available
KeywordsPsychologyHistory
Abstract
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 imitationNot 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)0.007
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 score0.233
Threshold uncertainty score0.333
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.007 | 0.005 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.767 | 0.742 |
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 head0.038
GPT teacher head0.215
Teacher spread0.177 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
Study designNot applicable
Domainnot available
GenreOther
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".
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Citations0
Published2017
Admission routes1
Has abstractno