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Organizing committee
Haibin Zhu, Pramod Abichandani, Long Chen, Ming-Chang Chen, Ken Kreutz-Delgado, Laurie Kreutz, Yo‐Ping Huang, Noboru Takagi, Chia‐Feng Juang, Dean Xu, Gary P. Anderson, Tomoyuki Araki, Masakazu Arima, David Sherif, A. A. Hamid, Abdi Mali, Abdollahian Shigeo, Abe Shafiq Abedin, Marie‐Hélène Abel, Janos Abonyi, S. Abraham, Giovanni Acampora, Revna Vural, Emmanuel Adam, Robert Ah, King Mojtaba, Ahmadieh Khanesar, Dewan Tanvir, Ahmed Aiello, Francesco Alderisio, Marcelo Hazin Alencar, Luciana M. Alencar, Adel M. Alimi, Aljefri Rui, Jorge Almeida, Adiel Teixeira de Almeida Filho, Balasundram Amavasai, Abhishek Ambede, Filip Andrén, K. Y. Ang, Pedro Antunes, Hidetaka Arimura, Artur Miguel, A. Pradeep, Atrey Braulio, Coelho Avila, Jose Azorin, Jayanta Basak, Asim Bhatti, Erwin R. Boer, Bülent Bolat, Carlos Alberto, Brizuela Meghna, Babbar-Sebens Peter, Baranyi Benoît, G Bardy, Andrzej Bargieła, Abul Hasan Muhammad Bashar, Ellen J. Bass, Anup Basu, Avital Bechar, Niek Beckers, Punam Bedi, Mohamed Halima, Luigi Benedicenti, Kevin Bennett, Petr Berka, Pascal Berruet, Zhuming Bi, Robert P. Biuk‐Aghai, Bo Song, L Matthew, Tossapon Bolton, Marcos Boogoen, C.H.A. Borges, Alexei Borst, Janos Botchkarev, Petr Botzheim, Laurent Bouchner, Robert Bougrain, Carsten Brennan, Anne-Marie Brocmann, Patrick Brouwer, Chien-Chung Brézillon, Cheng-Fa Chan, Y. T. Cheng, Feng Cheung, Guangru Chu, Hongming Cabri, Pavel Cai, Jiangtao Cao, Cinzia Cappiello, Simona Caramihai, Tom Ingebretsen Carlson, Oscar Castillo, Cristiano Cavalcante, George DC Cavalcanti, Marco Chacin, Basabi Chakraborty, Goutam Chakraborty, Chee Seng, Chan Soon Kang, Ming Chang, Sang‐Ah Chang, Ruey-Fong Chang, Yue‐Shan Chang, Ya-Ling Chang, Ricardo Chavarriaga, Shi-An Chen, Shyi‐Ming Chen, Philip Chen, Yu-Wang Chen, Chung-Hao Chen, Hong Chen, Ye Chen, Juei -Chao Chen, Xiaoxin Chen, Yen‐Lin Chen, Jing Chen, Yung‐Fu Chen, Junfen Chen, Chun-Hao Chen, Wenxi Chen, Enhong Chen, Der‐Fa Chen, Bor‐Sen Chen, S.T. Cheng, Shin‐Ming Cheng, Chia-Hsin Cheng, Irene Cheng, John Y. Chiang, Shih‐Yi Chien, Yi-Hsing Chien, Seungjin Choi, Jyh‐Horng Chou, Jen Chou, James Christensen, Hung‐Chi Chu, Ping-Tsai Chung, Maureen Clerc, José L. Contreras-Vidal, Lino Costa, Danielle Vasconcellos de Paula Costa, Morais Gelson, Cruz Junior, Fabio Cuzzolin, Nastaran Dadashi, Aldo Dagnino, Suzana De, Franca Dantas, Daher Fuji, Dai Chuangyin, Dang Gautham, Panamoottil Das, Justin Dauwels, G. De Tommasi, Weiwen Deng, Cheng Deng, Giuseppe Fatta, Alessandro Di, Nuovo Giovanni, Di Orio, Roberto Di, Pietro Dinsoreanu, John M. Dolan, Hongli Dong, Mariagrazia Dotoli, Antonio Dourado, Dániel András, Drexler Drop, Frank Drop, Vijay S. Rao, Duddu Gheorghi, Marko Dymirkovski, Roy Mehran, Ektesabi Aly, El-Osery Atilla, Elci Joost, Ellerbroek Mumin, Tolga Emirler, Satoshi Endo, Sevki S. Erdogan, Gurdal Ertek, Yolanda Escudero, Martin Márcia, Aparecida Fernandes, Luca Ferrari, Jan Zhong, Fan Lixin, Li-Ping Fan, Fang Fang, Maria Grazia Pia, Fanti Amro, Marjan Farid, Siamac Fazli, Karen M. Feigh, Alexandre Ferreira, Antoine Ferreira, Rodrigo Pires, Ferreira Francesc, Josep Ferri, Alexander Ferworn, Dimitar Filev, John FitzGerald, John Flach Marcele, Elisa Fontana, Giancarlo Fortino, Georg Frey, Jun Fujima, Takayuki Fujita, Makoto Fujiyoshi, Kei Fukuyama, Robert L. Fuller, Takeshi Furuhashi, Ping Guo, Stefano Galzarano, Xinbo Gao, Bingfeng Ge, Aurona Gerber, Tricia L. Gibo, R. Brent Gillespie, Seiichi Gohshi, Michael A. Goodrich, Timothy Gordon, John Goulermas, Fabrizio Granelli, Lisandro Zambenedetti Granville, Raffaele Gravina, Andreas Gregoriades, Dujuan Guan, Naiyang Guan, Yeqing Guan, Antonio Guerrieri, Maozu Guo, Ana Paula, Henriques De, Gusmão Octavio Gutierrez-Garcia
Bibliographic record
Venuenot available
Typearticle
Languageen
FieldArts and Humanities
TopicAcademic Writing and Publishing
Canadian institutionsNipissing University
Fundersnot available
KeywordsComputer science
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.930
Threshold uncertainty score0.996
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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 head0.025
GPT teacher head0.200
Teacher spread0.176 · 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; a candidate call from one teacher head, not a consensus.
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".
Quick stats
Citations0
Published2014
Admission routes1
Has abstractno