{"id":"W4309322144","doi":"10.1177/20552173221135888","title":"Satisfaction with alemtuzumab in relapsing multiple sclerosis patients: Results from the real-world PRO-ACT study","year":2022,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal - Experimental Translational and Clinical","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Clinique Neuro-Outaouais","funders":"Sanofi","keywords":"Medicine; Multiple sclerosis; Observational study; Clinical endpoint; Adverse effect; Patient satisfaction; Quality of life (healthcare); Physical therapy; Internal medicine; Expanded Disability Status Scale; Clinical trial; Surgery; Psychiatry","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00199414,0.0004271443,0.0007480179,0.0002399102,0.001723124,0.0001722481,0.0002644008,0.00008963531,0.000294896],"category_scores_gemma":[0.0006102661,0.0002975629,0.0003079781,0.000616192,0.0004046527,0.000434116,0.0002276974,0.00176494,0.000007045091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004865846,"about_ca_system_score_gemma":0.0002044686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004489056,"about_ca_topic_score_gemma":0.007299974,"domain_scores_codex":[0.9935927,0.001216322,0.001810283,0.0008843261,0.001924395,0.0005719333],"domain_scores_gemma":[0.9954307,0.003126816,0.0004662964,0.0004007277,0.0002056971,0.0003697411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01327157,0.004183592,0.9596725,0.000005585397,0.0003996329,0.00001879231,0.004068992,0.0002884074,0.002851797,0.000005055302,0.0003248558,0.01490921],"study_design_scores_gemma":[0.0395131,0.002733162,0.9468687,0.0003009826,0.0001059858,0.00001001505,0.007422403,0.002208623,0.0002046237,0.00001775785,0.0002926711,0.0003220188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937876,0.0004827329,0.00002564311,0.002666799,0.000382166,0.002047659,0.0003996457,0.00005220983,0.0001555111],"genre_scores_gemma":[0.996541,0.0007542528,0.001437535,0.0003100565,0.0003928808,0.0002659613,0.000192535,0.00006285394,0.00004287683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02624152,"threshold_uncertainty_score":0.9999477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1904584400154137,"score_gpt":0.3710858660872564,"score_spread":0.1806274260718427,"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."}}