{"id":"W4288050735","doi":"10.1177/13524585221111677","title":"Prediction of relapse activity when switching to cladribine for multiple sclerosis","year":2022,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; Université de Montréal; Cegep de Saint Jerome","funders":"","keywords":"Cladribine; Medicine; Hazard ratio; Natalizumab; Teriflunomide; Glatiramer acetate; Internal medicine; Multiple sclerosis; Confidence interval; Oncology; Fingolimod; Disease; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001100183,0.0001956503,0.0003099913,0.0004843876,0.0001598327,0.0004576585,0.0002584863,0.0002649758,0.001881718],"category_scores_gemma":[0.003902419,0.0001274863,0.0006255684,0.0004390217,0.0001403027,0.0002507642,0.0003331688,0.0006153681,0.0002514854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002425256,"about_ca_system_score_gemma":0.0002855182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00165297,"about_ca_topic_score_gemma":0.002179435,"domain_scores_codex":[0.9995335,0.000155486,0.00006085478,0.0001059346,0.00008537427,0.00005869994],"domain_scores_gemma":[0.9957204,0.001457289,0.00200803,0.0002665529,0.0001960081,0.000351758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004090436,0.00002287535,0.9961212,0.000009113392,0.00003568245,0.00002174597,0.00001654026,0.0001867925,0.0001352215,0.000009230312,0.0001202448,0.002912214],"study_design_scores_gemma":[0.00002065197,0.0001432894,0.9974152,0.00001257328,0.00004733473,0.0002006975,0.00004187263,0.001699287,0.0001637383,0.00004482828,0.0002071906,0.0000033184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988285,0.0002501756,0.000113632,0.00005093674,0.0000046398,0.000006228672,0.0004881282,0.000006361942,0.0002513814],"genre_scores_gemma":[0.9990889,0.00007940938,0.00009328414,0.00001518435,0.000008154896,0.000004006872,0.0006504981,0.000001779677,0.00005884822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001881718,"threshold_uncertainty_score":0.006294966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2039220264750162,"score_gpt":0.3066735710474278,"score_spread":0.1027515445724116,"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."}}