{"id":"W3038390587","doi":"10.3899/jrheum.191187","title":"Healthcare Utilization and Costs of Systemic Lupus Erythematosus by Disease Severity in the United States","year":2020,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical prescription; Pharmacy; Emergency department; Health care; Disease; Emergency medicine; Internal medicine; Family medicine","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":[0.0009205952,0.0003250771,0.0002591093,0.001813695,0.0001964678,0.0006285263,0.0002459145,0.0002619669,0.000837967],"category_scores_gemma":[0.003490788,0.0001688062,0.0006254411,0.002068525,0.0001924454,0.0005174009,0.0006052321,0.0003114229,0.00009758671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001286783,"about_ca_system_score_gemma":0.0007201604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01911008,"about_ca_topic_score_gemma":0.02435998,"domain_scores_codex":[0.9985971,0.0004470979,0.0003375337,0.000180701,0.0003059013,0.0001317175],"domain_scores_gemma":[0.9968099,0.0003338081,0.002328278,0.00006374193,0.0002747659,0.0001895218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005043056,0.00003129346,0.9947549,0.00004143738,0.0002173415,0.00003279433,0.00002763225,0.0006693442,0.00004670011,0.00007222646,0.0008073031,0.003248544],"study_design_scores_gemma":[0.00001091055,0.00006071993,0.9969981,0.00006467271,0.00007502137,0.0001805822,0.0001105126,0.001645448,0.00006662797,0.00009050816,0.0006903468,0.000006553188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878075,0.002176775,0.0002764333,0.0004519364,0.00001459163,0.00002556991,0.008154992,0.00001783296,0.001074428],"genre_scores_gemma":[0.9951662,0.0005704311,0.000330194,0.0001317727,0.00002737231,0.00002590688,0.003611482,0.000002446683,0.0001342162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01911008,"threshold_uncertainty_score":0.03799772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03887144902803599,"score_gpt":0.3156121937811455,"score_spread":0.2767407447531095,"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."}}