{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004861676,0.0002474828,0.0009722346,0.0006299726,0.00004040064,0.00002098619,0.00008179955,0.0001924045,0.00003003903],"category_scores_gemma":[0.0008789297,0.0001840951,0.0001907288,0.0005286818,0.0001559075,0.0001019409,0.0001014515,0.0002529908,0.00001317993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003187807,"about_ca_system_score_gemma":0.0008696207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006537176,"about_ca_topic_score_gemma":0.0001069218,"domain_scores_codex":[0.9974031,0.0004149686,0.0008320861,0.0005159075,0.0004036419,0.0004302401],"domain_scores_gemma":[0.9980997,0.0006774217,0.000216512,0.0005777425,0.0001236996,0.0003049442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00100061,0.0001192488,0.9819573,0.01278919,0.0001424587,0.0002036683,0.001860922,0.00001083717,0.0002028831,0.0004740037,0.0003295471,0.000909314],"study_design_scores_gemma":[0.008284665,0.001222212,0.7031016,0.02198076,0.0002177821,0.2371255,0.004952411,0.02142065,0.0002097522,0.0006756688,0.0001467477,0.0006623263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889989,0.008775572,0.0002066878,0.0003359848,0.0002476842,0.001186811,0.00002659628,0.0001345203,0.00008720507],"genre_scores_gemma":[0.9992957,0.0003137502,0.00004668802,0.00001011397,0.00000682563,0.0000902648,0.00003051989,0.00004908385,0.0001570983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2788558,"threshold_uncertainty_score":0.7507181,"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."}}