{"id":"W4399359842","doi":"10.1186/s41927-023-00355-6","title":"Patient-reported outcomes and healthcare resource utilization in systemic lupus erythematosus: impact of disease activity","year":2024,"lang":"en","type":"article","venue":"BMC Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Janssen Pharmaceuticals","keywords":"Medicine; Disease; Quality of life (healthcare); Propensity score matching; Logistic regression; Health care; Internal medicine; Severity of illness; 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":[0.002984735,0.0002131034,0.0003009401,0.0008614972,0.0001762163,0.0008838894,0.0002818338,0.0003892768,0.001599981],"category_scores_gemma":[0.009988425,0.0001119565,0.0005881041,0.001302173,0.0003915633,0.000511429,0.0005033572,0.0006384791,0.0001584108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003261602,"about_ca_system_score_gemma":0.0003111671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001401204,"about_ca_topic_score_gemma":0.001250018,"domain_scores_codex":[0.9972579,0.001728465,0.0003112182,0.0002055103,0.0003325572,0.0001643708],"domain_scores_gemma":[0.9854565,0.005896478,0.006717896,0.0003658514,0.0006008276,0.0009625828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009532633,0.0000306111,0.9979546,0.00002115745,0.0001234837,0.00001836686,0.00002034428,0.0001376677,0.0000197095,0.00001748114,0.00006774447,0.001493492],"study_design_scores_gemma":[0.000008532288,0.0000862552,0.9990238,0.00001410562,0.0000470563,0.0001004951,0.00004567909,0.0004904943,0.00002626812,0.00004253968,0.0001110807,0.000003665113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967333,0.001375342,0.0001345658,0.0003371157,0.000007859729,0.000008235981,0.0007876515,0.00000419359,0.000611847],"genre_scores_gemma":[0.9994449,0.0001486044,0.00005093839,0.00003248466,0.0000124479,0.000006108408,0.0002766718,9.073131e-7,0.00002697401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002984735,"threshold_uncertainty_score":0.01578498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04418687593938642,"score_gpt":0.3560286760757934,"score_spread":0.3118418001364069,"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."}}