{"id":"W3087074564","doi":"10.1093/brain/awaa231","title":"Delay from treatment start to full effect of immunotherapies for multiple sclerosis","year":2020,"lang":"en","type":"article","venue":"Brain","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Saint Jerome; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Université de Montréal","funders":"Sanofi Genzyme; National Health and Medical Research Council; Multiple Sclerosis International Federation; Agence Nationale de la Recherche; Fondation pour l'Aide à la Recherche sur la Sclérose en Plaques; Biogen; Merck; Sanofi; Teva Pharmaceutical Industries; Novartis; Roche","keywords":"Multiple sclerosis; Medicine; Psychology; Physical medicine and rehabilitation; Immunology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001792385,0.0001875111,0.0005389062,0.00005959994,0.00006790188,0.00001233755,0.0001004247,0.00004866728,0.0001204202],"category_scores_gemma":[0.001739571,0.0001330238,0.0002076502,0.0001514017,0.00005996453,0.0000321927,0.00006178905,0.00005582416,0.00004777228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009014584,"about_ca_system_score_gemma":0.00004796953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004971091,"about_ca_topic_score_gemma":0.0001567199,"domain_scores_codex":[0.9988242,0.00008913912,0.0002450397,0.0003067806,0.0002536493,0.000281159],"domain_scores_gemma":[0.9977245,0.001676307,0.00004883005,0.0002672517,0.00008126412,0.0002018667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005745796,0.0001242667,0.0118946,0.0001215241,0.0006011595,0.000002619787,0.003710637,0.00001942218,0.8766381,0.000003703096,0.0108229,0.09031527],"study_design_scores_gemma":[0.02460077,0.02228402,0.1638943,0.0003671802,0.0001719769,7.774408e-7,0.0005706143,0.002543524,0.6967672,0.000008447367,0.08845926,0.0003320224],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819881,0.0007906668,0.001148389,0.01322095,0.00004601272,0.002208229,0.0004592885,0.0000630153,0.00007540496],"genre_scores_gemma":[0.9928924,0.0001386364,0.005070876,0.00102104,0.000193163,0.0004170343,0.00006481953,0.00003706021,0.0001649573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.179871,"threshold_uncertainty_score":0.5424555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09680949445842739,"score_gpt":0.3235899087622342,"score_spread":0.2267804143038068,"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."}}