{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007039822,0.0003316246,0.0003061821,0.001329511,0.0002757835,0.0006924437,0.0003420274,0.0003920879,0.001133884],"category_scores_gemma":[0.002243081,0.0002334962,0.0004969827,0.001329632,0.0002281816,0.0004761603,0.0005282208,0.0003862782,0.00015351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006052159,"about_ca_system_score_gemma":0.0002858606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01216463,"about_ca_topic_score_gemma":0.01011823,"domain_scores_codex":[0.9994523,0.000212747,0.00007470004,0.00009127259,0.0001144875,0.00005448093],"domain_scores_gemma":[0.998899,0.0002341221,0.000652208,0.00004345584,0.0000579043,0.000113327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004126591,0.00002790077,0.9992406,0.000004572114,0.00005873531,0.00003733526,0.00002720638,0.0000837288,0.00003227758,0.000008017946,0.00003826462,0.0004002229],"study_design_scores_gemma":[0.000009232523,0.00005886814,0.9988287,0.000003742345,0.0000243636,0.0001535511,0.00009428694,0.0007444434,0.0000187395,0.00001532586,0.00004626001,0.000002324916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995019,0.00007500414,0.00003448531,0.00001696427,8.710961e-7,0.000004466578,0.0002765728,0.000001051022,0.00008868515],"genre_scores_gemma":[0.9993626,0.00005450217,0.00005690336,0.00001336774,0.000005766733,0.00000821964,0.0004605521,4.556381e-7,0.00003765924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01216463,"threshold_uncertainty_score":0.02418762,"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."}}