{"id":"W2025453245","doi":"10.1007/s40258-014-0085-x","title":"Impact of Early Versus Late Systemic Lupus Erythematosus Diagnosis on Clinical and Economic Outcomes","year":2014,"lang":"en","type":"article","venue":"Applied Health Economics and Health Policy","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":false,"ca_institutions":"Group for Research in Decision Analysis","funders":"European League Against Rheumatism; GlaxoSmithKline","keywords":"Quality of Life Research; Health economics; Medicine; Public health; Health administration; Intensive care medicine; Pathology","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"],"consensus_categories":[],"category_scores_codex":[0.002466449,0.0003532614,0.002041249,0.00045541,0.0001896969,0.00003440156,0.0001489275,0.0001962372,0.00001734474],"category_scores_gemma":[0.00007203444,0.0002980776,0.0002054013,0.00008854766,0.0001973231,0.00005242049,0.0001179348,0.000384537,0.0001166982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001591687,"about_ca_system_score_gemma":0.003985197,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03702523,"about_ca_topic_score_gemma":0.001513843,"domain_scores_codex":[0.9962609,0.0001617866,0.001871759,0.0006535487,0.0001192009,0.0009327716],"domain_scores_gemma":[0.9959981,0.001062145,0.0009006077,0.0006889587,0.00003383266,0.001316392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008819649,0.00008505509,0.9375734,0.001740858,0.0002010036,5.36173e-7,0.0008665165,0.00003129129,3.971433e-7,0.04077248,0.0008456093,0.01700085],"study_design_scores_gemma":[0.03077837,0.01178322,0.946911,0.001095531,0.00005759702,0.001270702,0.0005990915,0.002059635,0.000003275051,0.002239336,0.002557171,0.0006450656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857403,0.0006801351,0.000005737041,0.0100726,0.0003813833,0.001716011,0.00007688221,0.00003981347,0.001287157],"genre_scores_gemma":[0.9709449,0.02608029,0.0001487247,0.002089044,0.0004490724,0.0001450144,0.00001261163,0.00007294321,0.00005741754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03853314,"threshold_uncertainty_score":0.9999471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09795326128158323,"score_gpt":0.4475616258165396,"score_spread":0.3496083645349564,"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."}}