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Record W3195674796 · doi:10.1016/s1474-4422(21)00218-0

Myelin-oligodendrocyte glycoprotein antibody-associated disease

2021· review· en· W3195674796 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueThe Lancet Neurology · 2021
Typereview
Languageen
FieldMedicine
TopicMultiple Sclerosis Research Studies
Canadian institutionsUniversity of British Columbia
FundersUCLH Biomedical Research CentreInstituto de Salud Carlos IIINational Health and Medical Research CouncilEuropean Research CouncilSeventh Framework ProgrammeEMD SeronoMedDay PharmaceuticalsMitsubishi Tanabe Pharma CorporationTeijin PharmaBayer ScheringFundação de Amparo à Pesquisa do Estado do Rio Grande do SulConselho Nacional de Desenvolvimento Científico e TecnológicoMinistry of Health, Labour and WelfareBundesministerium für Bildung und ForschungUniversity of SydneyAmerican Academy of NeurologyTG TherapeuticsMultiple Sclerosis SocietyMerckEuropean Committee for Treatment and Research in Multiple SclerosisSanofi GenzymeGenzymeUniversität BaselSchweizerischer Nationalfonds zur Förderung der Wissenschaftlichen ForschungSanofiNIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer ResearchGuthy-Jackson Charitable FoundationGenentechNational Multiple Sclerosis SocietyBiogen IdecNovartisCelgeneUCL Institute of Ophthalmology, University College LondonBayerBiogenMinistry of Education, Science and TechnologyNational Institute for Health and Care ResearchTeva Pharmaceutical IndustriesAgence Nationale de la RechercheDeutsche ForschungsgemeinschaftRocheNational Institutes of HealthRosetrees Trust
KeywordsNeuromyelitis opticaMyelin oligodendrocyte glycoproteinMultiple sclerosisMedicineOptic neuritisSpectrum disorderAntibodyImmunologyDiseasePathologicalPathologyExperimental autoimmune encephalomyelitisPsychiatry

Abstract

fetched live from OpenAlex
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.

Full frame distilled prediction

Teacher imitation

Not 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)0.001
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.947
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0040.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.146
GPT teacher head0.426
Teacher spread0.280 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it