MétaCan
Menu
Back to cohort
Record W2256173741

WCE 2010 - World Congress on Engineering 2010: Preface

2010· article· en· W2256173741 on OpenAlexaff
Alexander M. Korsunsky, Andrew Hunter, D.W.L. Hukins, Leonid M. Gelman, C.J. Hogger, Dariusz Ceglarek, Stephen J. Payne, S.I. Ao, Mirza Tauhiduddin Ahmad, I. Alexandrou, Waleed Al‐Nuaimy, B.P. Amavasai, Yosep An, Ezendu Ariwa, Josu Arteche, F. Audrino, Aladdin Ayesh, Chris Baber, C. A. R. Bailey, N. Balkan, Juan Aníbal Barría, Jitka Bartošová, Khaled Benkrid, H. Bleijs, Michael Bluck, Indranil Bose, Paula R. Bouzas, P.M. Braiden, Mietek A. Brdyś, Gaetano Burriesci, Mario Cannataro, Armando Carvalho, Chia-Seng Chang, D. Chen, G.G. Chen, Yuh‐Shyan Chen, Francisco Chiclana, A. M. Cooke, Diganta Bhusan Das, Darryl N. Davis, Iyad Dayoub, S.D.C.V. Raman, I.C. Demetriou, F. Devai, R. Dilmaghani, Daniele Dini, Dimitris Drikakis, Colm Durkan, J. Durodola, K. Etebar, Peter Fenn, A.C. Souza Figueiredo, Giannoula Florou, Steven Freear, Bogdan Gabryś, Greg Galbraith, P. H. Gaskell, Elena Gaura, Zhang Ge, H. Ghafouri‐Shiraz, Mohammad Ghavami, Krzysztof Giannopoulos, R Gonzalez, Angel Marin Gracia, C. Grecos, Lin Guan, Nalân Gülpınar, Renzhong Guo, Guo Yan-jun, Yannis Hardalupas, L. He, Josep R. Herrero, Braxton Hicks, E.L. Hines, Susan B. Hodgson, Alton B. Horsfall, P. Hosein, Yim Fun Hu, Huosheng Hu, Winifred Ijomah, Jiang Ming, Anne James, Peter Jančovič, A. Jhumka, Fairouz Kamareddine, R. Jagadeesh Kannan, M.E. Karsligil, S.T. Katircioglu, Adeel Khalid, Antonis Kokossis, Konstantinos Kontis, M. Oğuzhan Külekçi, A. Laukaitis, Mark S. Leeson, M.C. Limbachiya, L. Li, Peng Lin, W.-K. Ling, Elsa M. Macías, T. Lovas, M. Luglio, S. Mainardi, Prabhat Mahanti, I. Marinos, Paul Maropoulos, Paul Mativenga, George Mavrommatis, S.G. Meintanis, Y.D. Meisel, Samir Mekid, C. Mias, A Morin, Nysret Musliu, F. Nabhani, R.N.G. Naguib, Olufemi A. Olatunbosun, Simon Olsen, A. Alper Özalp, Angela Pang, William Pao, Miquel Àngel Piera, Francesco Pinciroli, Theodor D. Popescu, H. D'Arcy Power, Philip D. Prewett, G.A. Putrus, CJ Railton, Venkatesan Raja, Marina Resta, Mira Ristić, R. S. Roy, Alessandra Russo, F. Sadri, M.N. Sahinkaya, T. Sakata, Sana Salous, С.С. Сажин, G. Scepi, Lakmal Seneviratne, Quah Tong Seng, Nazih K. Shammas, Duncan E. T. Shepherd, Tammie Short, M.N.H. Siddique, Rajendra Singh, Konstantinos Sirlantzis, Agustí Solanas, T. Stathaki, Andrew Todd‐Pokropek, Fernando J. Velez, A.M.P. Vicent, B. Virdee, Rhiannon Walters, C.H.-T. Wang, J. Wang, W. Wang, X.-Z. Wang, Melanie Ware, P. Webb, Dongsheng Wen, Jennifer X. Wen, Alayna Wood, Roy Woodhead, JH Woods, Q.H. Wu, S. V. Utyuzhnikov, Hongming Xu, Y. Xu, Yu Yan, Guohui Yang, Wuqiang Yang, Xia Yang, Huang Yu, Yicheng Zhao, Valentyna V. Zharkova, Qifeng Zhong, Constantin Zopounidis

Bibliographic record

VenueResearch Explorer (The University of Manchester) · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicEngineering Education and Global Impact
Canadian institutionsUniversity of New Brunswick
Fundersnot available
KeywordsComputer science
DOInot available

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 distilled prediction

Teacher imitation

Not 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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.519
Threshold uncertainty score0.495

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.092
GPT teacher head0.347
Teacher spread0.255 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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
Published2010
Admission routes1
Has abstractno

Explore more

Same venueResearch Explorer (The University of Manchester)Same topicEngineering Education and Global ImpactFrench-language works237,207