{"id":"W4410512993","doi":"10.3899/jrheum.2025-0390.pv267","title":"REAL-WORLD EXPERIENCE OF EFFECTIVENESS OF NONMEDICAL SWITCH FROM ORIGINATOR TO BIOSIMILAR RITUXIMAB AND BETWEEN BIOSIMILARS IN CONNECTIVE TISSUE DISEASES AND VASCULITIS","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biosimilar; Medicine; Rituximab; Vasculitis; Connective tissue; Immunology; Intensive care medicine; Internal medicine; Pathology; Lymphoma; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001008618,0.0001633124,0.001087849,0.0002973224,0.0000557022,0.000004263577,0.0002808964,0.0002087124,0.00005101788],"category_scores_gemma":[0.0005855809,0.0001063228,0.0000674492,0.0003620475,0.001021957,0.00005280352,0.0001692606,0.0002979391,7.684358e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003188207,"about_ca_system_score_gemma":0.00009362249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009518355,"about_ca_topic_score_gemma":0.0001245181,"domain_scores_codex":[0.9976609,0.001197158,0.0006632276,0.0001947669,0.00006202912,0.0002218663],"domain_scores_gemma":[0.995002,0.0043472,0.0002802142,0.0001897471,0.0001220986,0.0000586989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00143644,0.0002111009,0.9491565,0.0002071253,0.0005652832,0.000007723757,0.0009111599,6.250383e-7,0.04027342,0.001932328,0.0001928299,0.005105512],"study_design_scores_gemma":[0.003951957,0.0006207634,0.8217191,0.001224357,0.0003914948,0.0001094355,0.0008230878,0.000004042682,0.1648687,0.005051882,0.001073153,0.0001621277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925979,0.004795154,0.0007809625,0.001225745,0.000270231,0.0002015848,0.00008050558,0.000004313893,0.0000435871],"genre_scores_gemma":[0.9974864,0.00191917,0.0004764001,0.00009223899,0.000003636824,0.000004069996,0.000002061332,0.00000623693,0.000009773864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1274374,"threshold_uncertainty_score":0.4335717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0104412974089897,"score_gpt":0.3126655893757405,"score_spread":0.3022242919667508,"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."}}