{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005495839,0.000307058,0.0005176069,0.0003564577,0.001103622,0.00003654983,0.0001905255,0.0001083183,0.00004243253],"category_scores_gemma":[0.001764403,0.0003058125,0.0001205847,0.0003333282,0.0002309123,0.0001826019,0.0004021538,0.0009416202,0.000008532532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001232557,"about_ca_system_score_gemma":0.0001240044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002450613,"about_ca_topic_score_gemma":0.00001609708,"domain_scores_codex":[0.9967078,0.0007165449,0.0004410099,0.0008326726,0.0006082908,0.0006937124],"domain_scores_gemma":[0.9969648,0.001829018,0.0003442613,0.0004809076,0.0002305943,0.0001503959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02361624,0.0004721372,0.5912498,0.0002390607,0.0003830217,0.0001539797,0.000762802,0.001257032,0.3616564,0.0004257611,0.001079862,0.01870394],"study_design_scores_gemma":[0.00682859,0.002376191,0.9733396,0.00001043196,0.0001657021,0.00008125402,0.00008231089,0.006876553,0.001014895,0.00006224203,0.008943597,0.0002185954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737859,0.0001611206,0.00007250939,0.02318655,0.0005032612,0.001822535,0.00008796676,0.0002451731,0.0001349203],"genre_scores_gemma":[0.9967026,0.0003601646,0.0001232126,0.001326818,0.0001214695,0.0009461099,0.0001417828,0.00008008945,0.0001977421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3820899,"threshold_uncertainty_score":0.9999394,"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."}}