{"id":"W3201723867","doi":"10.1177/13524585211049986","title":"Prediction of multiple sclerosis outcomes when switching to ocrelizumab","year":2021,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Cegep de Saint Jerome","funders":"Novartis Pharma; Sanofi Genzyme; EMD Serono; Dokuz Eylül Üniversitesi; University of Tasmania; Multiple Sclerosis Society of Canada; Canadian Institutes of Health Research; Teva Pharmaceutical Industries; Biogen; Celgene; Sanofi","keywords":"Ocrelizumab; Multiple sclerosis; Medicine; Clinical neurology; Internal medicine; Psychology; Neuroscience; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009645011,0.0002822304,0.0002826882,0.0004161363,0.0001915087,0.0005597496,0.0002469883,0.0003884144,0.001859957],"category_scores_gemma":[0.003845767,0.0001237283,0.0006205104,0.0003768193,0.0001586917,0.0003664072,0.0003775757,0.0006918247,0.00024361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002406312,"about_ca_system_score_gemma":0.0002917511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001835553,"about_ca_topic_score_gemma":0.001581782,"domain_scores_codex":[0.9996424,0.00009448117,0.00003319784,0.00009366227,0.00006794833,0.00006830165],"domain_scores_gemma":[0.997192,0.0005608432,0.001581574,0.0001242311,0.0001920639,0.0003492706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003508707,0.00003665428,0.9973367,0.000006586534,0.00003547604,0.0000270485,0.00001944559,0.0001353061,0.0001128888,0.000008007601,0.00008068547,0.001850207],"study_design_scores_gemma":[0.00002155026,0.0001768728,0.9982831,0.00001012598,0.00005234234,0.0001744096,0.00004869049,0.0009313503,0.0001228998,0.00004060641,0.0001346502,0.000003357292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992685,0.0001549476,0.00005810138,0.00006001883,0.000004966232,0.000003693009,0.000190015,0.000003632878,0.0002561557],"genre_scores_gemma":[0.9994739,0.00005359014,0.00005107573,0.00001389549,0.000009023925,0.000003024122,0.0003106401,0.000001293834,0.0000835348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001859957,"threshold_uncertainty_score":0.006222188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1781941744561061,"score_gpt":0.3078483870960387,"score_spread":0.1296542126399327,"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."}}