{"id":"W4281388374","doi":"10.21203/rs.3.rs-1669786/v1","title":"Patient-reported outcomes and healthcare resource utilization in systemic lupus erythematosus: Impact of disease activity","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"EMD Serono; IC Design Education Center; Gilead Sciences; Amgen; Pfizer; Janssen Pharmaceuticals; AstraZeneca; Eli Lilly and Company; Biogen; GlaxoSmithKline","keywords":"Medicine; Disease; Quality of life (healthcare); Logistic regression; Propensity score matching; Severity of illness; Internal medicine; Health care; Physical therapy","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":[0.003276794,0.0003568914,0.000557001,0.0007208745,0.000279232,0.001756164,0.0005018595,0.0007928424,0.005035497],"category_scores_gemma":[0.01701814,0.0002497502,0.001324189,0.001703332,0.0003302478,0.001072167,0.0009531417,0.001753746,0.0004983401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004663414,"about_ca_system_score_gemma":0.000846633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01130865,"about_ca_topic_score_gemma":0.006375013,"domain_scores_codex":[0.9976674,0.001319273,0.0001752949,0.0002186641,0.0003073031,0.0003120698],"domain_scores_gemma":[0.9889846,0.005706563,0.002713666,0.0005382494,0.0006112765,0.001445653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006031649,0.0001428816,0.9937736,0.00003450581,0.0004579646,0.00004386718,0.00008381269,0.000214366,0.00004539043,0.00008070387,0.0005265013,0.003993389],"study_design_scores_gemma":[0.00001735872,0.0001031149,0.9988648,0.00001347205,0.0001363181,0.00003821493,0.0001533514,0.0003303512,0.00002097331,0.0001140261,0.00020212,0.000005959054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930257,0.001593786,0.000131621,0.001022145,0.00005349609,0.000007649901,0.002063769,0.00001105119,0.002090745],"genre_scores_gemma":[0.9976834,0.0004098529,0.00006993205,0.00008758195,0.00006794252,0.000007846705,0.001015898,0.000006449231,0.0006510255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01130865,"threshold_uncertainty_score":0.02248561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09274002272221463,"score_gpt":0.4336163361774991,"score_spread":0.3408763134552845,"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."}}