{"id":"W2900506454","doi":"10.1017/ice.2018.294","title":"The return of investment of hospital-based surgical quality improvement programs in reducing surgical site infection at a Canadian tertiary-care hospital","year":2018,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Surgical site infection prevention","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Ottawa Public Health; Institute for Clinical Evaluative Sciences; Toronto Western Hospital; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Return on investment; Confidence interval; Emergency medicine; Investment (military); Incidence (geometry); Activity-based costing; Quality management; Operations management; Business; Accounting; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.002608846,0.0003104729,0.0009273035,0.0002663284,0.0002583868,0.00001481282,0.00005963469,0.0004323427,0.0001235186],"category_scores_gemma":[0.001163752,0.0002280375,0.0004018249,0.0003727301,0.0008406402,0.0001307232,0.00006274432,0.0003987887,0.00001018383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006703358,"about_ca_system_score_gemma":0.0001945583,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1384867,"about_ca_topic_score_gemma":0.03747477,"domain_scores_codex":[0.9961355,0.0009019276,0.001519919,0.0005900692,0.0002353382,0.0006171968],"domain_scores_gemma":[0.9968585,0.001105851,0.0007491549,0.0003738363,0.0005297122,0.0003829789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003655675,0.0004868784,0.9561033,0.0001133179,0.0001244945,0.00002069314,0.0003350981,0.00002608277,0.0002149037,0.0006126138,0.00003873767,0.04155827],"study_design_scores_gemma":[0.006145613,0.0072343,0.9707222,0.0001840169,0.0001072073,0.00003621708,0.0000549919,0.001001886,0.0005277281,0.000418209,0.01329995,0.0002676528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922878,0.0006006555,0.00015671,0.003512967,0.001048303,0.001772517,0.00001974519,0.00006322738,0.0005381281],"genre_scores_gemma":[0.9987422,0.0002216354,0.00005292071,0.0002648555,0.0003299348,0.0002395517,0.00008313108,0.00002203159,0.00004373182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1010119,"threshold_uncertainty_score":0.9800888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01942995096245085,"score_gpt":0.3070682374873912,"score_spread":0.2876382865249403,"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."}}