{"id":"W4406810389","doi":"10.1136/lupus-2024-001336","title":"Real-world treatment patterns and clinical characteristics in patients with moderate-to-severe systemic lupus erythematosus: an analysis of the SLE Prospective Observational Cohort Study (SPOCS)","year":2025,"lang":"en","type":"article","venue":"Lupus Science & Medicine","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Chugai Pharmaceutical; EMD Serono; Genentech; Grifols; Medac; Alexion Pharmaceuticals; Sanofi; Biogen; GlaxoSmithKline; Servier; Amgen; Pfizer; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Internal medicine; Systemic lupus erythematosus; Observational study; Cohort; Glucocorticoid; Prospective cohort study; Demographics; Population; Cohort study; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.002403296,0.0003145815,0.001528083,0.001233528,0.0002102275,0.00003716127,0.0004543656,0.00007202348,0.00003104867],"category_scores_gemma":[0.0006155061,0.0001680893,0.00008394714,0.00503935,0.0007635755,0.0001873076,0.0001561258,0.0002388014,0.000001609349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139104,"about_ca_system_score_gemma":0.0008108368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002049324,"about_ca_topic_score_gemma":0.004658153,"domain_scores_codex":[0.99519,0.0002781104,0.001223586,0.001000367,0.001832412,0.0004754832],"domain_scores_gemma":[0.996815,0.0003681428,0.0003583008,0.001169645,0.0009697168,0.0003191461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001004479,0.001227109,0.9921737,0.0001491158,0.0005372034,0.00001663144,0.004491892,0.00006011259,0.0000313612,0.0001126575,0.00002161487,0.0001740806],"study_design_scores_gemma":[0.006610846,0.001682605,0.9802301,0.001520865,0.001204097,0.0001201887,0.003733748,0.004730943,0.00001337171,0.00001062702,0.000003326939,0.0001392797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993634,0.00002043232,0.0000602133,0.0002972448,0.00075629,0.004863238,0.00003798169,0.00002863052,0.0003020062],"genre_scores_gemma":[0.9974049,0.00003345342,0.00004915832,0.0001173298,0.00005703618,0.0002198198,0.00003681273,0.00001876171,0.002062705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01194364,"threshold_uncertainty_score":0.6854484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03152789944054337,"score_gpt":0.3565642563531911,"score_spread":0.3250363569126477,"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."}}