Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The editors and Karger Publishers would like to thank the following reviewers for their ongoing support in reviewing manuscripts for Case Reports in Neurology:Abdullah, Rawalpindi, PakistanEce Akbayir, Istanbul, TurkeyAdrià Arboix, Barcelona, SpainJavier Arpa, Madrid, SpainSteven K. Baker, Hamilton, ON, CanadaBiswajit Banik, Upper Keys, FL, USAMiguel V. Baptista, Lisbon, PortugalCan E. Bekircan-Kurt, Ankara, TurkeyPeter Berlit, Berlin, GermanySusanne Buechner, Bolzano, ItalyAlessandro Bufi, Perugia, ItalyJean-Marc Burgunder, Bern, SwitzerlandDario Cazzoli, Luzern, SwitzerlandLoh W. Chao, Selangor, MalaysiaI-Hweii A. Chen, Tampa, FL, USAVedat Cilingir, Van, TurkeyShlomi Constantini, Tel Aviv, IsraelMarco Cosentino, Varese, ItalyAndrei I. Cucu, Suceava, RomaniaFabricio F. de Oliveira, São Paulo, BrazilKresimir Dolic, Split, Croatia HrvatskaMervyn Eadie, Brisbane, QLD, AustraliaSalvatore Facciorusso, Foggia, ItalyRobert Fekete, Valhalla, NY, USAJuan C. Garcia-Monco, Bilbao, SpainGuillermo Gonzalez Hernández, Mexico City, MexicoStefano Grazioli, Varese, ItalyDavid Grimes, Ottawa, ON, CanadaCarlos A. Hurtado González, Cali, ColumbiaEiman Y. Ibrahim, Bridgeport, CT, USAKazunari Ishii, Osaka, JapanMehmet Kantar, Izmir, TurkeyErica Kornblith, San Francisco, CA, USAMrinmoy Kundu, Bhubaneswar, IndiaMaciej Kurpisz, Poznan, PolandKaren G. Langer, New York, NY, USASteven R. Levine, New York, NY, USATomoo Mano, Kashihara, JapanCintia Marchesoni, Buenos Aires, ArgentinaAlbee Messing, Madison, WI, USAAnne Millerand, Paris, FranceTakahiro Mitsueda, Osaka, JapanAbhay Moghekar, Baltimore, MD, USAJaime D. Mondragon, Groningen, The NetherlandsNicola Montemurro, Pisa, ItalySaravanan Narayanamoorthi, Altrincham, UKPrashant A. Natteru, La Crosse, WI, USAHuong B.T. Nguyen, Ho Chi Minh, VietnamKazuyuki Noda, Izunokuni, JapanToshiho Ohtsuki, Kyoto, JapanAkihiro Okada, Hyogo, JapanMatthildi Papathanasiou, Lyon, FranceFrancesco Pasini, Milan, ItalySean P. Polster, Chicago, IL, USAAthi Ponnusamy, Salford, UKTaimoon Rasheed, Rawalpindi, PakistanRaymond L. Rosales, Manila, PhilippinesJonathan Roth, Tel Aviv, IsraelClaudio Sacks, Viña del Mar, ChileMonica Saini, Singapore, SingaporeGian-Pietro Sechi, Sassari, ItalyJohann Sellner, Mistelbach, AustriaFederica N. Sepe, Pavia, ItalyAung Sett, Lancaster, UKYuko Shimizu, Tokyo, JapanAndreas Steck, Basel, SwitzerlandYasuyuki Takai, Tokyo, JapanKay S. Tan, Kuala Lumpur, MalaysiaTatsuya Tanaka, Narita, JapanAbhilash Thatikala, Memphis, TN, USAHiroki Toda, Osaka, JapanMarco Trucco, Loano, ItalyValentina Tudisco, Messina, ItalyGiacomo Urbinati, Bologna, ItalyMarjo van der Knaap, Amsterdam, The NetherlandsJuan Vilchez Padilla, Valencia, SpainElvan Wiyarta, Jakarta, IndonesiaTian-Ci Yang, Xiamen, ChinaBulent Yazici, Bursa, TurkeyDonald H.H. Yeo, Singapore, SingaporeAtilla Yilmaz, Istanbul, TurkeyFumihito Yoshii, Takamura, JapanBryan B. Young, Owen Sound, ON, CanadaReza Zahedpasha, Gorgan, Iran
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.
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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| 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 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it