{"id":"W1979527619","doi":"10.1097/aln.0b013e31819815f3","title":"Increasing Operating Room Throughput","year":2009,"lang":"en","type":"letter","venue":"Anesthesiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; Throughput; Operating room management; Operating system; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005548791,0.0005607589,0.002337502,0.0001977337,0.0001478423,0.00004280374,0.0002264402,0.001922145,0.0002972802],"category_scores_gemma":[0.0005041248,0.0004289484,0.0008628012,0.000169072,0.0001418269,0.00005928122,0.00004156625,0.001981626,0.0004356571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009510157,"about_ca_system_score_gemma":0.0002056177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001963468,"about_ca_topic_score_gemma":0.000001575143,"domain_scores_codex":[0.9968129,0.0006953795,0.0005996567,0.0007400928,0.000370905,0.0007810703],"domain_scores_gemma":[0.997165,0.001680714,0.0001768795,0.0007409473,0.0001058443,0.0001305792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000178305,0.00007345866,0.08138597,0.0002222482,0.0002756554,0.05010177,0.0001898863,0.000002865311,0.0001910089,0.0004098835,0.8580548,0.00891416],"study_design_scores_gemma":[0.000557591,0.000472004,0.06886764,0.0001576908,0.0002996186,0.01574103,0.00001658497,0.000006814339,0.00002900949,0.00007720311,0.9133606,0.0004142245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2035685,0.002463566,0.000007950232,0.7506229,0.0003253373,0.0007263893,0.000003659889,0.0003502659,0.04193144],"genre_scores_gemma":[0.01274917,0.0002552343,0.001579794,0.9697034,0.006483069,0.00002572451,0.0004611204,0.000100267,0.008642246],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2190804,"threshold_uncertainty_score":0.9998162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149206858661981,"score_gpt":0.2767664547432053,"score_spread":0.2552743861565855,"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."}}