Record W4249718054 · doi:10.1016/b978-0-12-800212-4.01002-5

List of Contributors

2016· book-chapter· en· W4249718054 on OpenAlexaff

Renata Rigacci Abdalla, Tomohiro Abekawa, Przemysław Adamczyk, Wendy J. Adams, Peter H. Addy, Yukio Ago, María Álvaro-Bartolomé, Martina Andellini, Matthew E. Andrzejewski, Gustavo A. Angarita, Mariana Angoa‐Pérez, John H. Anneken, Luís Antunes, Yalda H. Ardakani, Mustafa Aydın, Nima Badri, Ram Bajpai, Daniel José Barbosa, Alfonso Barrós‐Loscertales, Debasish Basu, Benjamin Becker, Jacob T. Beckley, Pablo García Bermejo, Laís F. Berro, Amanda L. Blaker, Ede Bodoki, Krzysztof Borowiak, Scott E. Bowen, Patricia A. Broderick, Berit Brogaard, Giovana Brolese, T.M. Brunt, T. Buchborn, Eduardo R. Butelman, Raúl Caetano, Sónia Campos, Sofija V. Canavan, João Paulo Capela, Manolo Carta, Félix Carvalho, Lucia Carvelli, Briony J. Catlow, Young‐Tae Chang, Himanshu Chaturvedi, L. Chilachava, Aree Choodum, Shannon J. Clough, Vanessa Coelho‐Santos, Ana M. Coimbra, Stuart A. Collins, Bru Cormand, Albert Dahan, Elias Dakwar, Antonio Dávalos E., C. de Jong, Maria de Lourdes Bastos, Marc R. Del Bigio, Teresa Dembińska, Uğur Deveci, D.C. Dieterich, Boukje A.G. Dijkstra, Dean E. Dluzen, Margarita L. Dubocovich, Carlos García Esperón, Chun‐Kai Fang, Vahid Farnia, Luís Félix, Noèlia Fernàndez‐Castillo, Daniel Flack, Élisabeth Frauger, Joel Frohlich, D.F. Fukushiro, Daniel A. Garcı́a, M. Julia García‐Fuster, Jesús A. Garcı́a-Sevilla, Eric L. Garland, Dimitria Electra Gatzia, L. Gelazonia, Abhishek Ghosh, Roy Gigengack, Senobar Golshani, Joana Gonçalves, Javier González‐Maeso, Ingmar Gorman, David K. Grandy, G. Grecksch, Alissa Greer, Gary A. Gudelsky, Casey R. Guillot, Joshua M. Gulley, Yoko Hagino, Robert M. Hallock, Emily R. Hankosky, James B. Hanks, Carl L. Hart, H.W.W. Hasselmann, Hirotake Hida, Sarah E. Hodges, Nicole Holder, A.W. Hollais, V. Höllt, Jiří Horáček, Matthew O. Howard, Fleur M. Howells, Skye Hsin‐Hsien Yeh, Mei Huang, Anthony J. Hutchinson, Jeng‐Jong Hwang, Kazutaka Ikeda, Jennifer E. Iudicello, Ahmad Jalloh, Bardia Jamali, Nadezhda Japaridze, Eiichi Jodo, Chantele Joordens, Rasmon Kalayasiri, Rama Kamal, Etsuko Kamegaya, Tadahiro Katayama, Adam W. Keasling, Ruri Kikura‐Hanajiri, Matthew G. Kirkpatrick, Béla Kiss, Rita Kočárová, Saurabh S. Kokane, Mary Jeanne Kreek, Peter R. Kufahl, Donald M. Kuhn, Takeshi Kumazawa, Snezana Kusljic, Krzysztof Łabuz, Maryse Lapeyre‐Mestre, Ronaldo Laranjeira, Andrew J. Lawrence, Byung Dae Lee, Ricardo A. Leitão, L. Stan Leung, Chiang‐Shan R. Li, Meng Li, Lin Qing, Felicia Loghin, Elena López-Cancio M., Jennifer Lyke, Michael Lyvers, Scott MacDonald, Clarice S. Madruga, Michaël Maes, Timothy J. Maher, Jingyi Ma, Chitra D. Mandyam, Claudia Mardones, Gina Martin, L. Massaro, Toshio Matsuda, M.T.B. McMaster, Richard H. Melloni, Herbert Y. Meltzer, Joëlle Micallef, Maria Mironidou‐Tzouveleki, Masayoshi Mishina, Sandro Sendin Mitsuhiro, Christian Montag, Elisabeth Moore, Erin E. Morgan, Peter Morgan, Satoshi Morimoto, Thomas R. Morrison, Anna Moszczyńska, Akihiro Mouri, Antonio Napolitano, Nichole M. Neugebauer‎, Niamh NicDaéid, Charles D. Nichols, Martin Nizama-Valladolid, Yukihiro Noda, Nicole A. Northrop, M. Foster Olive, Rory D. Ostrow, Linda Oudejans, Tomáš Páleníček, Arvind Chandra Pandey, Mariusz Papp, Ioannis Passos, Madan Kumar Paudel, Marı́a A. Perillo, Christina J. Perry, Nataša Petronijević, Siripan Phattanarudee, Ilana Pinsky, Nino Pochkhidze, Anca Pop, Marianne Possa, Barbara Potocka‐Banaś, Boris B. Quednow, Nevena V. Radonjić, Lakshmi Rajagopal, Marta Ribasés, Lesley A. Ricci, Carola Vergara Rosales, Mohammad Reza Rouini, Juan Sanchez‐Ramos, Renan Santos-Baldaia, Siddharth Sarkar, Kaori Sasaki‐Tabata, Naomi Sato, Tomonori Sato, Wakako Sawada, Silvia Schuch, Setsuko Sekita, Eduardo Alvear Serrano, Behjat Sheikholeslami, Osamu Shirota, Ana Paula Silva, Nicola Simola, Derek P. Simon, Ichiro Sora, Anne Orgler Sordi, Mitchell G. Spring, Katarzyna Stebelska, Haruhiko Sugimura, Yoshiaki Suzuki, Kazuhiro Takuma, Hiroyuki Tanaka, Meshkat Torkamanian, Pasarapa Towiwat, Anahí V. Turina, Filip Tylš, Jan van Amsterdam, W. van den Brink, Maarten van den Buuse, John D. Van Horn, Martijn van Noorden, Monique van Velzen, Carlos Venâncio, Dietrich von Baer, Lísia von Diemen, Martin Walter, Fang Wang, Erica Weber, Petr Winkler, Steven Paul Woods, John J. Woodward, Chunfu Wu, Raphael Wuo‐Silva, Xu Wang, Bryan K. Yamamoto, Hideko Yamamoto, Toshifumi Yamamoto, Duanting Zhai, Mzia G. Zhvania, Jordan K. Zjawiony

Bibliographic record

VenueElsevier eBooks · 2016

Typebook-chapter

Languageen

FieldEconomics, Econometrics and Finance

TopicDiverse Scientific and Economic Studies

Canadian institutionsUniversity of British Columbia

Fundersnot available

KeywordsHistoryPsychology

DOI10.1016/b978-0-12-800212-4.01002-5

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)0.007

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 score0.227

Threshold uncertainty score0.324

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)	0.773	0.740

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 head0.027

GPT teacher head0.198

Teacher spread0.170 · 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