{"id":"W1986882426","doi":"10.1038/nrurol.2011.86","title":"Are provider volumes a suitable measure of quality of care?","year":2011,"lang":"en","type":"review","venue":"Nature Reviews Urology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stornoway Diamond (Canada)","funders":"","keywords":"Medicine; Cystectomy; Measure (data warehouse); Quality (philosophy); MEDLINE; Quality management; Intensive care medicine; Emergency medicine; Family medicine; Operations management; Internal medicine; Bladder cancer; Data mining","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002149696,0.0006116452,0.01425686,0.0002501175,0.00002774524,0.000003529869,0.0003461193,0.002600272,0.0002262842],"category_scores_gemma":[0.00420708,0.0003753545,0.004639281,0.0004905703,0.0002291523,0.00003493521,0.00008584298,0.001894715,0.0000542473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006805619,"about_ca_system_score_gemma":0.0004095268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003322684,"about_ca_topic_score_gemma":0.00003034236,"domain_scores_codex":[0.9943803,0.002078082,0.002118552,0.0006104474,0.0004050728,0.000407545],"domain_scores_gemma":[0.994469,0.0009840945,0.00267763,0.001201048,0.0004971633,0.0001710577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001063019,0.0001110185,0.002082305,0.1891654,0.0005353116,0.00005015575,0.00008178157,8.268783e-9,4.595474e-7,0.002667694,0.001384473,0.8038151],"study_design_scores_gemma":[0.0003620382,0.0001831795,0.0007310899,0.008671916,0.004719514,0.0002703682,0.00001269513,2.426292e-8,8.195543e-7,0.00001026963,0.984773,0.0002650946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005610076,0.9867288,0.000003905978,0.0001168793,0.0003233593,0.002533703,0.00004669707,0.00002685933,0.01021417],"genre_scores_gemma":[0.00006920418,0.9975016,0.0002097446,0.0005451558,0.0002091774,0.0001418714,0.00008259348,0.00006076313,0.001179854],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9833885,"threshold_uncertainty_score":0.9998698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08273328411532758,"score_gpt":0.3893226991657391,"score_spread":0.3065894150504115,"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."}}