{"id":"W4210328126","doi":"10.3390/brainsci12020215","title":"Safety of Fingolimod in Patients with Multiple Sclerosis Switched from Natalizumab: Results from TRANSITION―A 2-Year, Multicenter, Observational, Cohort Study","year":2022,"lang":"en","type":"article","venue":"Brain Sciences","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Fingolimod; Natalizumab; Medicine; Multiple sclerosis; Expanded Disability Status Scale; Progressive multifocal leukoencephalopathy; Adverse effect; Internal medicine; Cohort; Pediatrics; Physical therapy; 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":[0.001421627,0.0001945026,0.0004877864,0.0002514807,0.0004673635,0.00003307669,0.0004153448,0.00003338243,0.0002897447],"category_scores_gemma":[0.0019478,0.0001569243,0.0000700089,0.001113332,0.0003961475,0.0002506214,0.0002595174,0.0002535645,0.000004135798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000206619,"about_ca_system_score_gemma":0.000200562,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01320586,"about_ca_topic_score_gemma":0.001959415,"domain_scores_codex":[0.9955837,0.0003361208,0.0006797411,0.0007830312,0.002258304,0.0003591012],"domain_scores_gemma":[0.9973202,0.001688551,0.0002250239,0.0004137752,0.0002431206,0.0001093144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003662398,0.001894665,0.9853452,0.000007872857,0.0001220832,0.000003723141,0.005983123,0.001065639,0.001044424,0.000002955358,0.0003509159,0.0005170096],"study_design_scores_gemma":[0.01974602,0.0009202525,0.9686854,0.0001057306,0.00002932751,7.511154e-8,0.006327293,0.00374087,0.0001790235,0.00001143155,0.00009691471,0.0001576209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937455,0.00003381295,0.00003269269,0.001697304,0.00009150313,0.002009178,0.002186229,0.00003382047,0.0001699624],"genre_scores_gemma":[0.9966668,0.00001751684,0.002172207,0.0002755569,0.00003273975,0.00019656,0.0005977688,0.00001530087,0.00002548969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01665975,"threshold_uncertainty_score":0.9933653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09086284363876972,"score_gpt":0.3048552889475831,"score_spread":0.2139924453088133,"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."}}