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CJN volume 35 issue 4 Cover and Front matter
Warren T. Blume, Paul A. Derry, Eyad Al Thenayan, Charles F. Bolton, Draga Jichici, Martin Savard, Jeanne Teitelbaum, Bryan D. Young, David Zygun, Manraj K.S. Heran, Navraj S. Heran, Sam D. Shemie, Cameron Cunningham, Mohammed El-Fateh, Bradley Zaamout, Paolo Goodyear, Nancy Federico Stigma Of Epilepsy, Carol Bandstra, Peter Camfield, Ying-Wu Mei, Zhan-Qing Yang, Wei Wang, Deguang Song, Xu-Ming Deng, J.-M Liu, Babürhan Güldiken, Sibel Güldiken, Muzaffer Demir, Nilda Turgut, Levent Kabayel, Hülya Özkan, Emine Özçelik, Armağan Tuğrul, Kazuhiro Ohwaki, Eiji Yano, Teruyuki Ishii, Shigehiko Takanashi, Tadayoshi Nakagomi, Michael J. Jacka, Amanda Roze, Des Ordons, Geneviève Deceuninck, Renée‐Myriam Boucher, Philippe De Wals, Manale Ouakki, Vahid Shaygannejad, Mohsen Janghorbani, Fereshteh Ashtari, Hamid Afshar, Naser Zakizade, Fiona Costello, William Hodge, Youmin Pan, Luanne M. Metz, Randy H. Kardon, Jin Cho, Sung Woo Kim, Sung Won Park, Beom S. Jeon, Maria Gazouli, Leonardo A. Sechi, Daniela Paccagnini, Stefano Sotgiu, Giannina Arru, George Nasioulas, Dimitrios Vassilopoulos, Michael Salman, James Sharpe, Linda Lillakas, Maureen Dennis, Martin J. Steinbach, Dan Mendonqa, Mandar Jog, Neuroimaging Highlight, Fadi Massoud, Marc Dorais, Claudie Charbonneau, Bénédicte Lescrauwaet, Jean-Marc Boucher, Jacques LeLorier, Teneille Gofton, Elan D. Louis, Seth L. Pullman, David Eidelberg, Vijay Dhawan, Roberto Di Fabio, Laura Benedetti, Konstantinos Michailidis, Francesco Pierelli, Carlo Casali, Gustavo Saposnik, Jacob Schneiderman, Tejas Sankar, Jenny Souster, David E. Steinke, Philippe Huot, Muhammad Shahzad, Muhammad S. Shamim, NUR SABRINA KHALID, Asad Chisti, Galip Zihni Sanuş, Banu Tütüncüler, Mustafa Onur Ulu, Emin Özyurt, Taner Tanrıverdi, Greg L. Bryan, Young London, J. N. Findlay, A Michael, Shevell Montreal, Timothy Benstead Halifax, Mike London, Serge Gauthier Verdun, Mandarjog London, Anciens Rédacteurs En Chef, Douglas Calgary, James Toronto, Robert Lee, Robert Winnipeg, Jorge London, Richard Desbiens, Quebec City, David Fortin, Mark Calgary, Robert Ahrends, Hammond London, Hans‐Peter Hartung, Michael Calgary, Jackson Winnipeg, Daniel Ottawa, Douglas Kondziolka, Myles Calgary, Adrian James, Perry Toronto, Paul Steinbok, B Oksana, Suchowersky Calgary, Brian Toyota, Brian G. Weinshenker, Samuel Wiebe, Richard Toronto, David London, Robert London, Andrew Saskatoon, Mary London, Dan Morin, Maggie Mccallion, Cindy Leschyshyn, Brett Windle
Bibliographic record
VenueCanadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques · 2008
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicDiverse Scientific and Economic Studies
Canadian institutionsAlberta Bible CollegeVancouver Biotech (Canada)
Fundersnot available
KeywordsFront coverFront (military)Cover (algebra)Volume (thermodynamics)Action (physics)Environmental scienceComputer scienceGeographyMeteorologyEngineeringPhysicsMechanical engineeringThermodynamics
Abstract
OpenAlex records an abstract for this work, but it could not be fetched just now.
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)0.004
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 score0.208
Threshold uncertainty score0.297
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.792 | 0.591 |
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 head0.044
GPT teacher head0.212
Teacher spread0.167 · 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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Citations1
Published2008
Admission routes2
Has abstractyes