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HIGH GRADE GLIOMAS
Alexis Leonard, Johannes Wolff, R. Sengupta, J. Marassa, Joshua T. Rubin, Ian Pollack, Regina I. Jakacki, Lisa H. Butterfield, Hideho Okada, J. Fangusaro, Katherine E. Warren, Chadwick Mullins, Sophie Julia, Carsten Friedrich, Stephen T. Keir, Julia R. Saling, Martin Roskoski, Henry S. Friedman, Darell D. Bigner, C. Moertel, Michael R. Olin, Tambra Dahlheimer, Michael P. Gustafson, D. Sumstad, David H. McKenna, Walter C. Low, David Nascene, Allan B. Dietz, J. Ohlfest, Hendrik Witt, Volker Hovestadt, D. A. K. Quan, Carolin Konermann, E. Pfaff, Marina Rizhova, Till Milde, Olaf Witt, Marc Zapatka, V. Peter Collins, G. Reifenberger, Anders M. Lindroth, Barry Pizer, Alireza Salehzadeh, Andrew Brodbelt, C. Mallucci, M. Brassesco, Julia Alejandra Pezuk, A. Morales, Juliana de Oliveira, Kazuo Umezawa, Elvis Terci Valera, Eduardo Magalhães Rego, Carlos Alberto Scrideli, Luíz Gonzaga Tone, Susanna J.E. Veringa, Dannis G van Vuurden, Pieter Wesseling, W. Peter Vandertop, David P. Noske, Thomas Würdinger, Gertjan J.L. Kaspers, Esther Hulleman, Karen Wright, A. Bendel, Daniel C. Bowers, Jeffrey Crawford, Paul G. Fisher, Tim Hassall, Gregory T. Armstrong, Justin N. Baker, Giles Robinson, Paul Klimo, Fredrick A. Boop, Arzu Onar‐Thomas, David W. Ellison, Ofelia Cruz, C. de Torres, Mariona Suñol, Ernesto Rodríguez, Andreu Parareda, Teresa Cardesa, Verónica Celis, A. Guillen, G. Garcia, J. Muchart, Carlos Trampal, María Luisa Martín, M. Rebollo, Jaume Mora, Anna F. Piotrowski, A. Kowalska, Patricia K. Coyle, Stuart Smith, Hazel Rogers, Donald Macarthur, Richard G. Grundy, Diane Puccetti, Shahriar Salamat, T. Kennedy, Neha Patel, Bermans J. Iskandar, Y. Nakano, Keiko Okada, Y. Osugi, Kai Yamasaki, Hiroyuki Fujisaki, Hiroko Fukushima, Takeshi Inoue, Yohji Matsusaka, H. Sakamoto, J. Hara, Hilko Ardon, F Van Calenbergh, Raf Sciot, Guy Wilms, J. Van Loon, John R. Goffin, S. Van Gool, D. Rusinak, Paul R. Knight, Kenan Onel, David S. Wargowski, Armin Stettner, Ayat B. Al‐Ghafari, Wiyada Punjaruk, Beth Coyle, Ian D. Kerr, Enric Xipell, Michael Rodriguez, Marisol González-Huarriz, Idoya Zazpe, S. Tejada-Solis, R. Diez-Valle, Juàn Fueyo, Candelaria Gomez‐Manzano, M. M. Alonso, Devang Pastakia, C. McCully, Robert C. Murphy, John Bacher, M. Albert Thomas, Emilie A. Steffen-Smith, Kadharbatcha S. Saleem, S. Waldbridge, Brigitte C. Widemann, Katherine Warren, Evelina Miele, Francesca Romana Buttarelli, Antonietta Arcella, Federica Begalli, Agnese Pò, Caterina Baldi, Giuseppe Carissimo, Manila Antonelli, Vittoria Donofrio, Isabella Morra, Paolo Nozza, Alberto Gulino, Felice Giangaspero, Elisabetta Ferretti, Iris Elens, Femke Pauwels, Sara Fritzell, Sofia Eberstål, E. Sanden, Edward Visse, Anna Darabi, Peter Siesjö, P. McDonald, J. Wrogemann, Sherry Krawitz, Marc R. Del Bigio, David D. Eisenstat, Andreas Faldum, Rolf‐Dieter Kortmann, M. Warmuth-Metz, S. Rutkowski, Irene Slavc, Christoph Kramm, U. Uparkar, Russell Geyer, Ralph P. Ermoian, Richard G. Ellenbogen, S. Leary, Kaiji Hu, Richard E. Kast, Brian Toyota, Meenakshi Hegde, A. Corder, Kira Chow, Malini Mukherjee, A. Ashoori, Vita S. Brawley, Helen E. Heslop, Sven Gottschalk, Eric Yvon, Nabil Ahmed, T.-T. Wong, Feng‐Yi Yang, Maggie Lu, Hua Liang, Hsei–Wei Wang, Ru‐Shi Liu, Muzhou Teng, Chueh‐Chuan Yen, Sameer Agnihotri, Christian Ternamian, C. Jones, G. Zadeh, James T. Rutka, C. Hawkins, I. Filipek, M. Drogosiewicz, Marta Perek‐Polnik, E. Swieszkowska, B. D. Baginska, Elżbieta Jurkiewicz, D. Perek, Ashleigh Kuehn, F. Falkenstein, A. Gnekow, M Brooks, Eric M. Jackson, Rajat Mitra, J. B. Rubin, X.-Y. Liu, Jeremy Schwartzentruber, Adam M. Fontebasso, Dong Anh Khuong Quang, Steffen Albrecht, Zhitao Dong, Peter M. Siegel, A. Von Diemling, U. Tabori, Jacek Majewski, Rishi Lulla, María E. Echevarría, Tord D. Alden, Arthur J. DiPatri, Tadanori Tomita, Sarah Goldman, Tong Lin, T.E. Merchant, Mehmet Koçak, A. P. Panandiker, Greg Armstrong, Gerrit H. Gielen, Anja zur Muehlen, Christof M. Kramm, Christopher G. Hubert, Yingwen Ding, Chad M. Toledo, Patrick J. Paddison, Jeffrey J. Olson, Meera Nandhabalan, L. Bjerke, Diana Carvalho, I. Bajrami, D. Hargrave, R. Reis, Paul Workman, Scott Little, Sergey Popov, Lawrence J. Doey, Safa Al‐Sarraj, Juliane M. Jürgensmeier, Lina Chen, Iwanka Kozarewa, Suzanne J. Baker, D. Hargrave, G. Box, Florence I. Raynaud, Sue Eccles, Marta Viana‐Pereira, Márcia S. Pereira, Tim Forshew, R. Tatevossian, Denise Sheer, J. Pimental, Manuel Melo Pires, Chitra Sarkar, Pankaj Jha, Ian Patrick, K Somasundaram, Pankaj Pathak, Mrinal Sharma, Vaishali Suri, Ashish Suri, Noha Gerges, T Haque, André Nantel, Cathy Lee, J. Chen, Chitra Venugopal, Ash Singhal, Christopher Dunham, J. M. Munro Kerr, Maïté Verreault, Hiroaki Wakimoto, Aarthi Jayanthan, Aru Narendran, Simran Singh, G Giraud, Stefan Holm, B. Gustavsson, Roman Kizyma, Lesya Dvornyak, Sridhar Epari, Praveen Sharma, Mamta Gurav, Tejpal Gupta, Prakash Shetty, Aliasgar Moiyadi, Shubhada Kane, Rakesh Jalali
Bibliographic record
VenueNeuro-Oncology · 2012
Typearticle
Languageen
FieldMedicine
TopicGlioma Diagnosis and Treatment
Canadian institutionsMcMaster UniversityUniversity of TorontoUniversity of ManitobaBC Cancer AgencyUniversity of AlbertaUniversity of British ColumbiaUniversity of CalgaryMcGill University
Fundersnot available
KeywordsGliomaMedicineCancer research
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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.698
Threshold uncertainty score0.745
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) | 0.000 | 0.001 |
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 head0.032
GPT teacher head0.313
Teacher spread0.281 · 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.
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
Citations8
Published2012
Admission routes1
Has abstractno