{"id":"W1981300826","doi":"10.1177/0961203312474087","title":"Resource utilization and direct medical costs in adult systemic lupus erythematosus patients from a commercially insured population","year":2013,"lang":"en","type":"article","venue":"Lupus","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"GlaxoSmithKline","keywords":"Medicine; Ambulatory; Population; Health care; Internal medicine; Medical costs; Medical care; Ambulatory care; Emergency medicine; Environmental health","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":[0.0004580764,0.0002818223,0.0007044091,0.0003318009,0.00008839267,0.00006986555,0.000194829,0.0003933655,0.0001905081],"category_scores_gemma":[0.001694787,0.0002373558,0.00006879954,0.0004545228,0.00008541196,0.0001968158,0.0001492863,0.0003489781,0.0001418301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005010461,"about_ca_system_score_gemma":0.0001019735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004638341,"about_ca_topic_score_gemma":0.00147066,"domain_scores_codex":[0.996397,0.000414469,0.0008219609,0.0005446346,0.001347889,0.0004740862],"domain_scores_gemma":[0.9980997,0.0004210876,0.0001990513,0.0005229845,0.0003386353,0.0004185824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000218429,0.0001960203,0.9837836,0.0003670199,0.00004230459,0.00004038304,0.001594742,8.022656e-7,0.0001264273,0.00006721359,0.005156206,0.008406837],"study_design_scores_gemma":[0.03213018,0.0006159052,0.9133493,0.01567504,0.0001651615,0.01351345,0.00406131,0.01615778,0.0002321756,0.000328227,0.002724098,0.001047326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928717,0.001091223,0.00002642717,0.0004977214,0.001129786,0.002004257,0.00001868313,0.0001325057,0.0022277],"genre_scores_gemma":[0.9974428,0.0002280651,0.0001010911,0.0002910955,0.0001487011,0.0001912248,0.0004489507,0.00006517411,0.001082898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07043426,"threshold_uncertainty_score":0.967909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0180944284390195,"score_gpt":0.2775856767116177,"score_spread":0.2594912482725982,"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."}}