{"id":"W2920976889","doi":"10.1007/s40744-019-0150-x","title":"Tocilizumab Patterns of Use, Effectiveness, and Safety in Patients with Rheumatoid Arthritis: Final Results from a Set of Multi-National Non-Interventional Studies","year":2019,"lang":"en","type":"article","venue":"Rheumatology and Therapy","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Clinical Research Institute","funders":"European League Against Rheumatism; F. Hoffmann-La Roche; Bristol-Myers Squibb","keywords":"Medicine; Tocilizumab; Discontinuation; Adverse effect; Rheumatoid arthritis; Internal medicine; Incidence (geometry); Biologic Agents","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":[0.00504125,0.0002938327,0.0005865476,0.001005054,0.000393224,0.0008860374,0.0003462562,0.000354414,0.001101801],"category_scores_gemma":[0.007587611,0.0002242987,0.0009332742,0.001676811,0.0003452772,0.0004151414,0.000489462,0.0002890534,0.000253812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003894381,"about_ca_system_score_gemma":0.0004671944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161037,"about_ca_topic_score_gemma":0.002089949,"domain_scores_codex":[0.9967451,0.001482808,0.0006295454,0.0004169335,0.0005571163,0.0001684919],"domain_scores_gemma":[0.9841611,0.004702767,0.008033468,0.001118074,0.001464143,0.0005204882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000952672,0.00007626389,0.993031,0.00008302085,0.0006856531,0.00002599251,0.00008797589,0.00003967513,0.0003377052,0.000004407721,0.00005704693,0.004618749],"study_design_scores_gemma":[0.00007969748,0.0006401983,0.9982016,0.00002388484,0.0003280955,0.0001958628,0.0000868948,0.00006596293,0.000159213,0.000006489894,0.0002067345,0.000005370848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970961,0.001706831,0.000154154,0.00002928226,0.000003153982,0.00003721351,0.0006260842,0.000005414618,0.0003417538],"genre_scores_gemma":[0.998641,0.0003462242,0.0002063688,0.00003745139,0.000009615147,0.00003516494,0.0006740495,0.000002020766,0.00004812744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00504125,"threshold_uncertainty_score":0.02666104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02668329569959905,"score_gpt":0.296224155663032,"score_spread":0.2695408599634329,"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."}}