{"id":"W4410512952","doi":"10.3899/jrheum.2025-0390.pv254","title":"REAL-WORLD ASSESSMENT OF PATTERNS OF PAIN TREATMENT IN SYSTEMIC LUPUS ERYTHEMATOSUS: A PATHWAY VISUALIZATION STUDY USING EHR","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Systemic lupus; Lupus erythematosus; Visualization; Systemic disease; Dermatology; Internal medicine; Immunopathology; Immunology; Data mining; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003188307,0.0002285773,0.0002165205,0.004077522,0.0002819822,0.001571018,0.0003156234,0.0004386534,0.001192638],"category_scores_gemma":[0.01351205,0.0001765092,0.0005094636,0.004203407,0.0002367515,0.002143506,0.001411895,0.0003995799,0.0002204968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009794622,"about_ca_system_score_gemma":0.001004815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01025141,"about_ca_topic_score_gemma":0.01353943,"domain_scores_codex":[0.9982892,0.0008022705,0.0003232726,0.0002686012,0.0001771572,0.0001395246],"domain_scores_gemma":[0.9908504,0.00490296,0.00240768,0.0005431144,0.0009166746,0.0003790155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000153578,0.00008325306,0.9788433,0.0001688928,0.00007875231,0.0001225489,0.002707874,0.0006685818,0.0002644026,0.0003408237,0.0007596857,0.01580841],"study_design_scores_gemma":[0.00002733697,0.0002636396,0.9579105,0.0003323904,0.0001194729,0.0005967243,0.01572214,0.01842572,0.0008277229,0.0008565727,0.004863489,0.00005423876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926226,0.000183607,0.001222489,0.0002481896,0.000004671398,0.00005612789,0.005170027,0.00006851966,0.0004238492],"genre_scores_gemma":[0.991639,0.0001933394,0.004419336,0.00002907083,0.000004706584,0.00005764947,0.003537008,0.000008561983,0.0001114099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01025141,"threshold_uncertainty_score":0.02038348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04728678434799391,"score_gpt":0.4178321111307242,"score_spread":0.3705453267827302,"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."}}