{"id":"W4405393673","doi":"10.1093/rap/rkae140","title":"The pattern of anti-IL-6 versus non-anti-IL-6 biologic disease modifying anti-rheumatic drugs use in patients with rheumatoid arthritis in Wales, UK: a real-world study using electronic health records","year":2024,"lang":"en","type":"article","venue":"Rheumatology Advances in Practice","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Regeneron Pharmaceuticals; Biogen; Gilead Sciences; Sanofi; Chugai Pharmaceutical; Amgen; Pfizer; Health and Care Research Wales; Eli Lilly and Company","keywords":"Medicine; Discontinuation; Internal medicine; Tocilizumab; Rheumatoid arthritis; Rheumatology; TNF inhibitor; Retrospective cohort study; Population; Etanercept; Cohort","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":[0.001504908,0.0002437101,0.0006240404,0.001330905,0.0003628045,0.001102638,0.0005479543,0.0006504547,0.001434742],"category_scores_gemma":[0.006846358,0.0003972572,0.0006887521,0.002918073,0.0004492617,0.0008588802,0.001036717,0.0006357118,0.0003843335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006651566,"about_ca_system_score_gemma":0.0004294378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01207172,"about_ca_topic_score_gemma":0.0144689,"domain_scores_codex":[0.9963553,0.001272439,0.0006538342,0.0007631808,0.000608267,0.000346946],"domain_scores_gemma":[0.9900364,0.001484602,0.007008701,0.000430685,0.0005477613,0.0004918992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001232125,0.00001453135,0.9989421,0.00003022606,0.00005940192,0.00006109817,0.0001139325,0.00001233794,0.0000908959,0.000007312775,0.00008099691,0.0004639368],"study_design_scores_gemma":[0.00001082711,0.00007328895,0.9991223,0.00001986172,0.00001965175,0.0002985691,0.0002078972,0.00008366221,0.00002304393,0.000005425969,0.0001311216,0.000004349175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979146,0.0005096805,0.00004246936,0.00006025893,0.00000482164,0.00001188067,0.001256597,0.000001975499,0.0001976887],"genre_scores_gemma":[0.9988093,0.0001943029,0.00004840679,0.00003762892,0.000006348208,0.00001530179,0.0007760598,0.000001553989,0.000111164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01207172,"threshold_uncertainty_score":0.02400291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01817873085981289,"score_gpt":0.3369193003951443,"score_spread":0.3187405695353315,"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."}}