{"id":"W4311463033","doi":"10.1093/brain/awac480","title":"Clinical and MRI measures to identify non-acute MOG-antibody disease in adults","year":2022,"lang":"en","type":"article","venue":"Brain","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novartis Pharma; Idorsia Pharmaceuticals; H. Lundbeck A/S; University College London Hospitals NHS Foundation Trust; Fondazione Italiana di Ricerca per la Sclerosi Laterale Amiotrofica; Schweizerische Multiple Sklerose Gesellschaft; Fundação de Amparo à Pesquisa do Estado do Rio Grande do Sul; Chugai Pharmaceutical; MedDay Pharmaceuticals; Ministero della Salute; University College London; Bundesministerium für Bildung und Forschung; Guarantors of Brain; Multiple Sclerosis Society of Canada; UCB Pharma; Argenx; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Multiple Sclerosis Society; European Committee for Treatment and Research in Multiple Sclerosis; Eli Lilly and Company; Bristol-Myers Squibb; Celgene; Fondazione Italiana Sclerosi Multipla; Biogen; Alexion Pharmaceuticals; Mylan; Rosetrees Trust; Sanofi; National Institute for Health and Care Research; Medical Research Council; Teva Pharmaceutical Industries; Sanofi Genzyme; Universität Basel","keywords":"Neuromyelitis optica; Medicine; Myelin oligodendrocyte glycoprotein; Multiple sclerosis; Spectrum disorder; Expanded Disability Status Scale; Acute disseminated encephalomyelitis; Disease; White matter; Pathology; Internal medicine; Immunology; Magnetic resonance imaging; Radiology; Experimental autoimmune encephalomyelitis; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001208247,0.0001230758,0.0003327699,0.0001893065,0.0001403921,0.00002062058,0.0001404174,0.0000275259,0.0001391616],"category_scores_gemma":[0.002081157,0.0001118317,0.00008830918,0.0003140204,0.000117151,0.00004715255,0.0005996705,0.0003537026,0.00003546824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005425041,"about_ca_system_score_gemma":0.0001036628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001974563,"about_ca_topic_score_gemma":0.0001110952,"domain_scores_codex":[0.9980009,0.0002408571,0.0003480861,0.0004391412,0.0006379161,0.0003331159],"domain_scores_gemma":[0.9988514,0.0002817485,0.00003509162,0.0003273482,0.00005980342,0.0004446544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002117374,0.0003648696,0.9292402,0.0001044816,0.0001163588,0.00040512,0.0009423736,0.0000210079,0.005657086,0.00001858077,0.04542601,0.01558655],"study_design_scores_gemma":[0.002885288,0.0002806393,0.9812841,0.0001210334,0.00002221446,0.000003632278,0.0002736844,0.0008859894,0.00002344839,0.00002318946,0.01408493,0.0001117862],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778215,0.0003271899,0.00008720904,0.02023924,0.0001523571,0.0009277842,0.00008971855,0.00003387504,0.0003211802],"genre_scores_gemma":[0.9961963,0.0003245177,0.0003261857,0.001946109,0.0001485165,0.0002011358,0.00003658691,0.0000209257,0.0007996793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05204398,"threshold_uncertainty_score":0.4560364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05974072139330611,"score_gpt":0.4439081984550095,"score_spread":0.3841674770617033,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}