{"id":"W4282921382","doi":"10.1212/nxi.0000000000200005","title":"Disease-Modifying Drugs for Multiple Sclerosis and Association With Survival","year":2022,"lang":"en","type":"article","venue":"Neurology Neuroimmunology & Neuroinflammation","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Saskatchewan Health Quality Council; University of Saskatchewan; Nova Scotia Health Authority; Dalhousie University","funders":"Canadian Institutes of Health Research; Crohn's and Colitis Canada; Department of Health, Western Cape Government; Dalhousie University; Research Nova Scotia; European Committee for Treatment and Research in Multiple Sclerosis; Research Manitoba; Multiple Sclerosis Society; Multiple Sclerosis Trust; Nova Scotia Department of Health and Wellness; Ministry of Health, Saskatchewan; Multiple Sclerosis Society of Canada; Multiple Sclerosis Scientific Research Foundation; National Multiple Sclerosis Society; Michael Smith Health Research BC; Biogen; U.S. Department of Defense","keywords":"Disease; Multiple sclerosis; Association (psychology); Medicine; Oncology; Internal medicine; Psychology; Psychiatry; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001044997,0.0001540254,0.0002307116,0.000587999,0.0003725075,0.0004767242,0.0003196266,0.0002080122,0.001507859],"category_scores_gemma":[0.004751969,0.00007304202,0.0005240429,0.001174311,0.0002343042,0.0001318369,0.0002124101,0.0005324033,0.00006980996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001795112,"about_ca_system_score_gemma":0.0028025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2354867,"about_ca_topic_score_gemma":0.3100606,"domain_scores_codex":[0.9992992,0.0001532179,0.00006470112,0.0000905378,0.0002184425,0.0001739229],"domain_scores_gemma":[0.9962705,0.000777627,0.00172346,0.0001755473,0.0006069547,0.000445786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003432425,0.0000185283,0.9961789,0.00004638673,0.0002017488,0.00002269254,0.00003826827,0.00008037206,0.00009243589,0.00003562582,0.000230567,0.002711172],"study_design_scores_gemma":[0.00000882184,0.00004762824,0.9991468,0.00001621988,0.00009593884,0.00005934999,0.00003527444,0.00009932458,0.00004551376,0.00001877982,0.0004239029,0.000002399069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900274,0.004729874,0.0001087166,0.0004300121,0.00001799073,0.00001758509,0.002670173,0.00001121092,0.001987054],"genre_scores_gemma":[0.9989548,0.0003764665,0.0000594386,0.00003451843,0.0000079894,0.000004008169,0.0004189599,9.495272e-7,0.0001429455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2354867,"threshold_uncertainty_score":0.468232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04376940209504658,"score_gpt":0.2652987695645392,"score_spread":0.2215293674694926,"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."}}