of Therapeutic Lag in Relapsing Multiple Sclerosis
Bibliographic record
Abstract
[Roos, I.; Malpas, C.; Kalincik, T.] Univ Melbourne, Dept Med, CORe, Melbourne, Vic, Australia. [Frascoli, F.] Swinburne Univ Technol, Sch Sci, Dept Math, Fac Sci Engn & Technol, Melbourne, Vic, Australia. [Horakova, D.; Havrdova, E. K.] Charles Univ Prague, Dept Neurol, Fac Med 1, Prague, Czech Republic. [Horakova, D.; Havrdova, E. K.] Charles Univ Prague, Ctr Clin Neurosci, Fac Med 1, Prague, Czech Republic. [Horakova, D.; Havrdova, E. K.] Gen Univ Hosp, Prague, Czech Republic. [Trojano, M.] Univ Bari, Dept Basic Med Sci Neurosci & Sense Organs, Bari, Italy. [Izquierdo, G.; Eichau, S.] Hosp Univ Virgen Macarena, Seville, Spain. [Patti, F.] Univ Catania, GF Ingrassia Dept, Catania, Italy. [Onofr, M.] Univ G diAnnunzio, Dept Neurosci Imaging & Clin Sci, Chienti, Italy. [Lugaresi, A.] IRCCS Ist Sci Neurol Bologna, Bologna, Italy. [Prat, A.; Girard, M.; Duquette, P.] Univ Montreal, Montreal, PQ, Canada. [Prat, A.; Girard, M.; Duquette, P.] CHUM, Montreal, PQ, Canada. [Ozakbas, S.] Dokuz Eylul Univ, Konak, Turkey. [Grammond, P.] CISSS Chaudiere Appalaches, Levis, PQ, Canada. [Sola, P.; Ferraro, D.] Azienda Osped Univ, Dept Neurosci, Modena, Italy. [Bergamaschi, R.] IRCCS Mondino Fdn, Pavia, Italy. [Boz, C.] Farabi Hosp, KTU Med Fac, Trabzon, Turkey. [Cartechini, E.] Azienda Sanit Unica Reg Marche, UOC Neurol, Macerata, Italy. [Sa, M. J.] Hosp Sao Joao, Dept Neurol, Porto, Portugal. [Terzi, M.] Mayis Univ, Fac Med, Samsun, Turkey. [Alroughani, R.] Amiri Hosp, Dept Med, Div Neurol, Sharq, Kuwait. [Grand'Maison, F.] Neuro Rive Sud, Longueuil, PQ, Canada. [Granella, F.] Univ Parma, Dept Med & Surg, Parma, Italy. [Iuliano, G.] Osped Riuniti Salerno, Salerno, Italy. [Hupperts, R.] Zuyderland Ziekenhuis, Sittard, Netherlands. [Lechner-Scott, J.] Univ Newcastle, Sch Med & Publ Hlth, Newcastle, NSW, Australia. [Spitaleri, D.] Azienda Osped Rilievo Nazl San Giuseppe Moscati, Avellino, Italy. [Van Pesch, V.] Clin Univ St Luc, Brussels, Belgium. [Soysal, A.] Bakirkoy Educ & Res Hosp Psychiat & Neurol Dis, Istanbul, Turkey. [Prevost, J.] CSSS St Jerome Fait Maintenant Partie CISSS Laure, St Jerome, PQ, Canada. [Aguera-Morales, E.] Univ Cordoba, Cordoba, Spain. [Olascoaga, J.] Hosp Univ Donostia, Inst Invest Sanitaria Biodonostia, San Sebastian, Spain. [Turkoglu, R.] Haydarpasa Numune Training & Res Hosp, Istanbul, Turkey. [Sidhom, Y.; Gouider, R.] Razi Hosp, Dept Neurol, Manouba, Tunisia. [Van Wijmeersch, B.] Rehabil & MS Ctr, Overpelt, Belgium. [Van Wijmeersch, B.] Hasselt Univ, Hasselt, Belgium. [Butzkueven, H.] Monash Univ, Cent Clin Sch, Melbourne, Vic, Australia.
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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".