{"id":"W2143542343","doi":"10.1002/acr.22589","title":"Treatment Algorithms in Systemic Lupus Erythematosus","year":2015,"lang":"en","type":"article","venue":"Arthritis Care & Research","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network; Université de Montréal; Centre Hospitalier de l’Université de Montréal; McGill University; Montreal General Hospital; Jewish General Hospital; University of Ottawa; McGill University Health Centre; Western University","funders":"","keywords":"Medicine; Rituximab; Hydroxychloroquine; Azathioprine; Cyclophosphamide; Mycophenolic acid; Plasmapheresis; Immunology; Internal medicine; Gastroenterology; Transplantation; Chemotherapy; Lymphoma; Antibody","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001839616,0.0003255696,0.0008588456,0.001100078,0.0001487007,0.0001165001,0.0003471283,0.0002720785,0.00009503087],"category_scores_gemma":[0.0005829233,0.0002732729,0.0001780728,0.001378018,0.0003155731,0.0001662049,0.000244223,0.0006884423,0.001594258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003165098,"about_ca_system_score_gemma":0.001713776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001603012,"about_ca_topic_score_gemma":0.0008842094,"domain_scores_codex":[0.9936285,0.0007652474,0.0006977064,0.000836914,0.002570831,0.001500783],"domain_scores_gemma":[0.9959002,0.0003865747,0.00005757003,0.001192458,0.00150751,0.0009556689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0008298505,0.0006804828,0.7450751,0.001373542,0.0001438828,0.01480478,0.05821394,0.0000144504,0.001648529,0.0009909979,0.007974202,0.1682502],"study_design_scores_gemma":[0.06734759,0.00823002,0.001496973,0.01107856,0.00004500817,0.4622088,0.3841096,0.001099805,0.005695231,0.0008126821,0.05670197,0.00117376],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913167,0.05616265,0.00001809477,0.000604763,0.0005248618,0.002702966,0.00002891832,0.0001570714,0.0266337],"genre_scores_gemma":[0.9899244,0.002910654,0.0003467862,0.00002244362,0.0004310564,0.0008837728,0.00005748157,0.00009952011,0.005323931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7435781,"threshold_uncertainty_score":0.9999719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08713774106667647,"score_gpt":0.3825563130658041,"score_spread":0.2954185719991276,"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."}}