{"id":"W3171747481","doi":"10.1016/s1474-4422(21)00095-8","title":"2021 MAGNIMS–CMSC–NAIMS consensus recommendations on the use of MRI in patients with multiple sclerosis","year":2021,"lang":"en","type":"review","venue":"The Lancet Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":643,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto; University of British Columbia","funders":"National Institute of Neurological Disorders and Stroke; Sanofi Genzyme; National Institutes of Health; Eli Lilly and Company; Ono Pharmaceutical; Siemens; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Multiple Sclerosis Society; Schweizerische Multiple Sklerose Gesellschaft; Multiple Sclerosis Society of Canada; European Commission; GlaxoSmithKline España; EMD Serono; UCB; Novartis; Fondazione Italiana Sclerosi Multipla; Roche España; F. Hoffmann-La Roche; Pfizer; Biogen; National Institute for Health and Care Research; Teva Pharmaceutical Industries; Chugai Pharmaceutical; MedDay Pharmaceuticals; Ministero della Salute; UCLH Biomedical Research Centre; Bayer HealthCare; Sanofi; MedImmune; National Multiple Sclerosis Society","keywords":"Multiple sclerosis; Consensus conference; Medicine; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005151982,0.0003844275,0.002261898,0.0001875074,0.0001363427,0.00002445187,0.0004000619,0.0001923927,0.0002609781],"category_scores_gemma":[0.002440097,0.0001829232,0.0002368505,0.0006530903,0.0005197237,0.00002217079,0.0003496492,0.001454527,0.00004583161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005080037,"about_ca_system_score_gemma":0.0001811836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001115132,"about_ca_topic_score_gemma":0.0002699812,"domain_scores_codex":[0.9959798,0.0018864,0.0006430513,0.0005280641,0.0004108483,0.0005518761],"domain_scores_gemma":[0.9908456,0.007071941,0.0003919723,0.00137374,0.0002462999,0.00007041353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001527152,0.00125973,0.03932974,0.003451492,0.00131084,0.00005637118,0.000297129,0.00004833245,0.000005218671,0.0001955622,0.1501097,0.8024088],"study_design_scores_gemma":[0.002080096,0.0006894577,0.04818245,0.004189118,0.0002908076,0.000007448658,0.00001283253,0.00003968737,0.000001830475,0.000002288311,0.9443449,0.0001591123],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02073729,0.8776407,0.000006860547,0.09032843,0.0007223281,0.008263672,0.001609249,0.00006866672,0.0006227668],"genre_scores_gemma":[0.001250783,0.9957113,0.0001831354,0.001943385,0.0001911238,0.0003505129,0.0002147797,0.00006005833,0.000094966],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8022496,"threshold_uncertainty_score":0.7459391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3280089237450736,"score_gpt":0.3659037303031907,"score_spread":0.03789480655811717,"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."}}