Record W4390970308 · doi:10.1016/b978-0-12-818619-0.00186-6

List of contributors

2023· book-chapter· en· W4390970308 on OpenAlexaff

Shinichi Aizawa, Pilar Alberdi, David C. Alexander, Alberto Alía, David Allison, Sebastian G. B. Amyes, Haoran An, María J. Andrade, Haike Antelmann, César A. Arias, Miguel A. Asensio, Dierdre B. Axell‐House, Hee‐Won Bae, Laura Muñoz Baena, Abdul Mannan Baig, Spenser O. Bailey, Sylvain Baize, Pablo C. Baldi, Angela Silva Barbosa, Sukhadeo B. Barbuddhe, Émilie Bard, Eileen M. Barry, Gregory S. Basarab, Beloborodova Nv, Elena Bermúdez, Fadil A. Bidmos, Magne Bisgaard, Garry W. Blakely, Evan M. Bloch, Thias Oberg Boesen, Dipayan Bose, Javier Enrique Botero, Hicham Bouabe, Michael J. Bouchard, Joel A. Bozue, Richard S. Bradbury, G. Brett Moreau, Alejandro Cabezas‐Cruz, Rong-Jun Cai, Enrique J. Calderón, Boyang Cao, David Carmena, Enéas Carvalho, Amanda D. Caulfield, Shan Cen, Jong-Yil Chai, Robin R. Chamberland, David Champredon, Edward D. Chan, Godefroid Charbon, Connor Chato, Г. Н. Челомина, Jingyu Chen, Min Chen, Shuyu Chen, Suilin Chen, Yanfei Chen, Zhaoyuan Chen, Aimin Cheng, Keding Cheng, Charles Y. Chiu, You‐Hee Cho, Henrik Christensen, Ekaterina A. Chernevskaya, Adolfo Contreras, Marinela Contreras, Juan J. Córdoba, Maria de Guı́a Córdoba, Rita Costa, Christopher K. Cote, Xiangling Cui, Yujun Cui, Elena Dacal, Allison N. Dammann, Shubhagata Das, Alejandro Dashti, José de la Fuente, Mireya de la Garza, Josué Delgado, Juan Delgado, Haiteng Deng, Li Deng, Debajit Dey, Kuldeep Dhama, Juan García-Bernalt Diego, Hao Ding, Christopher D. Doern, Charles J. Dorman, Zongmin Du, Sherry Dunbar, Malcolm Duthie, Kevin Dybvig, Ann E. Eakin, Samuel J. Eallonardo, Allison R. Eberly, Adriana Jaramillo, Paul G. Egland, Mohamed E. El Zowalaty, Janice Jones Endsley, Keeseon S. Eom, Benjamin A. Evans, Joseph O. Falkinham, Siwei Feng, Yaoyu Feng, Zongdi Feng, Pedro Fernández‐Soto, Roux-Cil Ferreira, Nadia Flores-Huerta, Timothy J. Foster, Sandra M. Fox-Moon, Tatiana R. Fraga, David N. Fredricks, Nancy E. Freitag, Jakob Frimodt-Møller, Risa Fuller, Balasubramanian Ganesh, Ning Gao, Laura C. García-Carnero, Debora Garzetti, Joan A. Geoghegan, Raed Ghenim, Guillermo H. Giambartolomei, Nicole M. Gilbert, Thomas P. Gillis, Camilla A. Gladstone, Manuela Gómez-Gaviria, Jorge Enrique Gómez‐Marín, Tengfang Gong, Ramón A. González, Scott D. Gray‐Owen, Bing Gu, Paula Guzmán-Téllez, Caroline Hajal, Yanping Han, Hao Yi, Amanda Harrington, Jason B. Harris, Eric T. Harvill, S. Saif Hasan, Guang‐Jun He, Yongqun He, Jared D. Heffron, Paloma Hidalgo, Musa Hindiyeh, Teri N. Hreha, Xiaoyu Hu, Guanghua Huang, Jiangqing Huang, Liang Huang, Shifeng Huang, Xingxu Huang, Xueting Huang, Yilun Huang, Anthony Huffman, Tricia L. Humphreys, David A. Hunstad, Timothy J. J. Inglis, Lourdes Isaac, Samantha E. Jacobs, Diane M. Janowicz, Hyeong-Kyu Jeon, Quanjiang Ji, Jia Qi, Wei Jia, Shouguang Jin, Lama Jneidi, Shinsmon Jose, Bong-Kwang Jung, Randa Kattan, Rahul Kaushik, Reeti Khare, Eunsook Kim, T. Kirn, Hyun Koo, Pamela C. Köster, Peter J. Krause, Sanjai Kumar, Andreas Kupz, Peter A. Lambert, Richard J. Lamont, Paul R. Langford, David Lebeaux, Giuseppe Legname, Bin Li, Chunhao Li, Fen Li, Jun Li, Lanjuan Li, Ruofan Li, Ruoyu Li, Ting Li, Yangyang Li, Yanhua Li, Zhuorong Li, Xiaomeng Liang, Guojian Liao, Ping Lin, Yun Ling, Bo Liu, Dongyou Liu, Guohua Liu, Huidi Liu, Jiafeng Liu, Jintao Liu, Qi Liu, Shulin Liu, Taiping Liu, Tong‐Bao Liu, Wei Liu, Yan Liu, Yanni Liu, Yisong Liu, Yuan Liu, Anders Løbner‐Olesen, Michael J. Loeffelholz, Hongzhou Lu, Brian Luna, Bingting Ma, Chengying Ma, Shuang Ma, Tianli Ma, Rajat Madan, Rachael Mahle, Steven D. Mahlen, S.V.S. Malik, Yashpal Singh Malik, Denis Malvy, Barbara J. Mann, Daya Marasini, Alexander S. Maris, Varpu Marjomäki, Henju Marjuki, Alberto Martı́n, Irene Martín, Moisés Martínez‐Castillo, María Cecilia Martínez Pabón, Blaine A. Mathison, Showgy Y. Ma’ayeh, Andrew McDowell, Stephanie E. McLaughlin, Gordon G. McSheffrey, Francisco J. Medrano, Conor J. Meehan, Dhwani Mehta, Manuela Mejía-Oquendo, José Melo‐Cristino, Elena Mendoza-Barberà, Xinan Meng, Susana Merino, Adam J. Merritt, Steve Miller, William R. Miller, Tohru Minamino, Mohammadali Khan Mirzaei, Héctor M. Mora‐Montes, Joel E. Mortensen, Heba H. Mostafa, Khitam Muhsen, Ahlam Mujahed, Antonio Muro, Olwen C. Murphy, Hayley J. Newton, April Nguyen, Wright W. Nichols, Siqiang Niu, Félix Núñez, Dasiel Obregón, Akira Okamoto, Akiko Okutani, Abayomi S. Olabode, Muna Omar, Edison Ong, Zhiming Ouyang, Christina A. Pacak, Judith Pacheco‐Yépez, John Palmer, Xiaoli Pang, Daniel Paredes‐Sabja, Zhong Peng, Zong‐Gen Peng, Francisco Pérez Nevado, Art F. Y. Poon, Petra Pospíšilová, Caelin Cubeñas-Potts, Qinqin Pu, Petar Pujić, Rui Qi, Chenyun Qian, Qian Liu, Aiping Qin, Fen Qu, Alexander Rakin, Ashwin Ramesh, Mário Ramirez, Yu Rao, Adam J. Ratner, Deepak B. Rawool, Asma Rehman, Jie Ren, Ren Ping, Adam C. Retchless, Erle S. Robertson, Alicia Rodríguez, Azucena Rodriguez, Carolina Rodríguez‐Medina, V. Rodríguez-Nava, Manfred Rohde, A. Romero, Gabriela Rosales-Morgan, Andrea L. Rosenkranz, Santiago Ruiz‐Moyano, Visa Ruokolainen, Ali Sabateen, Radhakrishna Sahu, Andrew D. Sails, Yu Sang, Clarissa H. Santana, Jesús A. Santos, Renato L. Santos, Jonathan E. Schmitz, Jesús Serrano‐Luna, Jianzhong Shen, Zhangqi Shen, Mineko Shibayama, Mark E. Shirtliff, Catarina Silva‐Costa, Angélica Silva-Olivares, Niraj K. Singh, David Šmajs, Robert P. Smith, Sophie Smith, Lori A.S. Snyder, Yinggai Song, Aurea Simon Soro, Paul Spearman, Brad Spellberg, Lisa Sprague, Charles W. Stratton, Susan M. Strenk, Richard A. Strugnell, Keer Sun, Xun Suo, Silveli Suzuki‐Hatano, Staffan Svärd, Elizabeth A. Talbot, Alma K. Tamez-Castrellón, Nie Tan, Cynthia Y. Tang, Yi‐Wei Tang, Jia Tao, Lili Tao, David Terrero-Salcedo, Jayaraman Tharmalingam, Phyu M. Thwe, Kawtar Tiamani, Juan M. Tomás, Nadav Topaz, Ang‐Chen Tsai, Ephraim L. Tsalik, Elaine Tuomanen, Christine Y. Turenne, Abhishek Tyagi, Priyanka Uprety, Florent Valour, Vincent P. van Hensbergen, Arun Venkatesan, Jess Vergis, Margarita Villar, Waldemar Vollmer, Ken B. Waites, Xiu‐Feng Wan, Guiqing Wang, Lijun Wang, Lin Wang, Linqi Wang, Xiangru Wang, Xin Wang, Xinjie Wang, Yating Wang, Yang Wang, Ana A. Weil, Susan L. Welkos, Nancy L. Wengenack, Lars F. Westblade, Chris Whitfield, Hui Wu, Lijuan Wu, Min Wu, Yarong Wu, Zhaowei Wu, Xiang Ye, Di Xiao, Xiao Li, Lihua Xiao, Tao Xu, Wenyue Xu, X. P. Xu, Jinling Xue, Jay Prakash Yadav, Junxiang Yan, Yixin Yan, Changmei Yang, Ruifu Yang, Ying Yang, Kaihu Yao, Yufeng Yao, Kyle Yeakle, Demin Yu, Hao Yu, Xue‐jie Yu, Zhenghong Yuan, Wenjing Zai, Jianzhong Zhang, Jing‐Ren Zhang, Lanyue Zhang, Lijie Zhang, Qiwei Zhang, Wenbao Zhang, Wenhong Zhang, Xinxin Zhang, Youbao Zhao, Chuanmin Zhou, Feng Zhu, Jingting Zhu, Yongqun Zhu

Bibliographic record

VenueElsevier eBooks · 2023

Typebook-chapter

Languageen

FieldEconomics, Econometrics and Finance

TopicDiverse Scientific and Economic Studies

Canadian institutionsWestern UniversityUniversity of ManitobaManitoba Health

Fundersnot available

KeywordsComputer scienceHistory

DOI10.1016/b978-0-12-818619-0.00186-6

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)0.006

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 score0.204

Threshold uncertainty score0.291

Distilled classifier scores by category (both heads)

Category	Codex	Gemma
Metaresearch	0.001	0.006
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	0.005	0.004
Open science	0.002	0.002
Research integrity	0.001	0.001
Insufficient payload (model declined to judge)	0.796	0.763

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 head0.041

GPT teacher head0.208

Teacher spread0.166 · 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