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Divyanshu Dubey, W David, Kerry L. Reynolds, Donald F. Chute, Nathan F. Clement, Justine V. Cohen, Donald P. Lawrence, Meghan J. Mooradian, Ryan J. Sullivan, Amanda C. Guidon, Carlos Matute, Ana Palma, Paz Serrano-Regal, Estibaliz Maudes, Sumanta Barman, Victoria Sánchez-Gómez, Marı́a Domercq, Norbert Goebels, Josep Dalmau, David Seiffge, Gian Marco De Marchis, Masatoshi Koga, Maurizio Paciaroni, Duncan Wilson, Manuel Cappellari, Kosmas Macha, Georgios Tsivgoulis, Gareth Ambler, Shoji Arihiro, Leo H. Bonati, Bruno Bonetti, Bernd Kallmünzer, Keith W. Muir, Paolo Bovi, Henrik Gensicke, Manabu Inoue, Stefan Schwab, Shadi Yaghi, Martin Brown, Philippe Lyrer, Masahito Takagi, Monica Acciarrese, Hans Jäger, Alexandros A. Polymeris, Ḱazunori Toyoda, Michele Venti, Christopher Traenka, Hiroshi Yamagami, Andrea Alberti, Sohei Yoshimura, Valeria Caso, Stefan T. Engelter, David J. Werring, Peter Alping, Johan Askling, Joachim Burman, Katharina Fink, Anna Fogdell‐Hahn, Martin Gunnarsson, Jan Hillert, Annette Langer‐Gould, Jan Lycke, Petra Nilsson, Jonatan Salzer, Anders Svenningsson, Magnus Vrethem, Tomas Olsson, Fredrik Piehl, Thomas Frisell, Nicolas R. Barthélemy, Haiyan Liu, William W. Lu, Paul T. Kotzbauer, Randall J. Bateman, Brendan P. Lucey, Russell Ouellette, Gabriel Mangeat, Ildiko Polyak, Marcel Warntjes, Yngve Forslin, Åsa Bergendal, Michael Plattén, Martin Uppman, Constantina A. Treaba, Julien Cohen‐Adad, Maria Kristoffersen Wiberg, S. Fredrikson, Caterina Mainero, Tobias Granberg, J. Meier, Hannelore Van Der Burgh, Abram D. Nitert, Peter Bede, Siemon De Lange, Orla Hardiman, Leonard van den Berg, Martijn P. van den Heuvel, Han Sang Yoo, Sang‐Won Lee, Jong Chung, Yang Lee, Phil Hyu Lee, Young Jun Sohn, Seungyeoun Lee, Mijin Yun, B. YE, P. A. Wijeratne, Eileanoir B. Johnson, Arman Eshaghi, Leon Aksman, Sarah Gregory, Hans J. Johnson, Govinda Poudel, Amrita Mohan, Cristina Sampaio, Nellie Georgiou‐Karistianis, Jane S. Paulsen, Sarah J. Tabrizi, Rachael I. Scahill, Daniel C. Alexander, Pia Bernardo, Stuart Cobb, Antonietta Coppola, Leo Tomasevic, Vincenzo Di Lazzaro, Carmela Bravaccio, Fiore Manganelli, Raffaele Dubbioso, Casper L. de Mol, Philip R. Jansen, Ryan L. Muetzel, Maria J. Knol, Hieab H.H. Adams, Vincent W. V. Jaddoe, Meike W. Vernooij, Rogier Hintzen, Tonya White, Rinze F. Neuteboom, Timo Strandberg, Pentti J. Tienari, Mika Kivimäki, Clifford B. Saper, Michael H. Fox, Samia J. Khoury, Christine Klein, Álvaro Pascual‐Leone, Scott L. Pomeroy, Martin Samuels, Donald L. Schomer, Christopher Walsh, Rebecca A. Betensky, Allan Gordon, Daniel Roe, Cathy Krendel, Donna Tarman, Katerina Akassoglou, San Francisco, Craig M. Anderson, Sydney Australia, Carmel Armon, Robert H. Baloh, Los Ángeles, Samuel F. Berkovic, Leonardo Bonhila, Carsten G. Bönnemann, Kathrin Brockmann, Jan Claassen, New York, John S. Duncan, Jerome Engel, Alfonso Fasano, Canadá Toronto, Atlanta Faught, Georgia Fillipi, Howard Milan, Steven M. Greenberg, Argye E. Hillis, Gregory L. Holmes, David Holtzman, St Louis, Tony Lang, Canada Mayeux, Mohamad A. Mikati, Elena Moro, France Grenoble, L Phillip, Ron Pearl, San Petersen, Annapurna Francisco, Ron Poduri, Kathrin Postuma, Mustafa Şahin, Steven Boston, Geneva Schachter, David Switzerland, Al Tanner, Ken Tyler, Veronique Van Der Horst, M Angelavincent
Bibliographic record
VenueAnnals of Neurology · 2020
Typeparatext
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicBiotin and Related Studies
Canadian institutionsnot available
Fundersnot available
KeywordsAnnalsCitationComputer scienceLibrary scienceInformation retrievalHistoryClassics
Abstract
Canada & Mexico), 1375.00 (Europe), 1090.00 (UK), US$2131.00 (Rest of World). Prices are exclusive of tax. Asia-Pacific GST,
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.660
Threshold uncertainty score0.998
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 | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.003 |
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 head0.024
GPT teacher head0.295
Teacher spread0.272 · 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
Published2020
Admission routes1
Has abstractyes