{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003967424,0.0002991605,0.0005122513,0.000417942,0.0002136238,0.0007549346,0.0002704675,0.0004551623,0.0007368641],"category_scores_gemma":[0.006388935,0.0001194453,0.0009290428,0.0006420788,0.0002613552,0.0004128298,0.000518056,0.0005636031,0.0002179455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002593936,"about_ca_system_score_gemma":0.0002149316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006391107,"about_ca_topic_score_gemma":0.00066236,"domain_scores_codex":[0.9972662,0.001863526,0.0002284428,0.0001650432,0.0003507314,0.0001261237],"domain_scores_gemma":[0.9925816,0.001782218,0.003838929,0.0002870453,0.0006390452,0.0008710809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006138844,0.000715748,0.9784517,0.00008872579,0.0007176478,0.00007328738,0.0003020035,0.0003125257,0.0004634579,0.00003380126,0.0005577937,0.0121446],"study_design_scores_gemma":[0.0005287552,0.003132501,0.9936525,0.00001530214,0.0002526162,0.000236174,0.0001588288,0.0009791254,0.0001823416,0.0000331866,0.0008115064,0.00001716375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984749,0.0003414331,0.0001254595,0.00007868323,0.000007171795,0.00004407609,0.0005340295,0.00000542008,0.0003888213],"genre_scores_gemma":[0.9987952,0.000110313,0.0001365989,0.00007956786,0.00001844727,0.00005429453,0.0006612419,0.000002386495,0.000141879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003967424,"threshold_uncertainty_score":0.02098197,"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."}}