{"id":"W3023191021","doi":"","title":"Reduction in surgical site infections in the Southern Cross Hospitals network, 2004-2015: successful outcome of a long-term surveillance and quality improvement project.","year":2018,"lang":"en","type":"article","venue":"PubMed","topic":"Surgical site infection prevention","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance; Canadian Society of Microbiologists","funders":"","keywords":"Medicine; Odds ratio; Confidence interval; Surgical site infection; Emergency medicine; Body mass index; Psychological intervention; Antibiotic prophylaxis; Surgery; Pediatrics; Internal medicine; Antibiotics","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":[0.01332794,0.0005758075,0.0003398325,0.001425784,0.0004670021,0.001226946,0.0008677734,0.0004946464,0.0006488635],"category_scores_gemma":[0.01625106,0.0002963787,0.0005835404,0.001391473,0.0005641954,0.000923818,0.001950123,0.0004729831,0.0001341129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003349118,"about_ca_system_score_gemma":0.007411839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03668546,"about_ca_topic_score_gemma":0.04833756,"domain_scores_codex":[0.9951679,0.002050189,0.0005010767,0.0004706215,0.00140127,0.0004089076],"domain_scores_gemma":[0.982663,0.001743249,0.007556782,0.0008175705,0.003708865,0.00351051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004769267,0.0003585258,0.9582191,0.0002876142,0.0001858394,0.00005669295,0.0005520725,0.0005648157,0.0009931218,0.00005287489,0.00146123,0.03679132],"study_design_scores_gemma":[0.00003219438,0.0007321603,0.9977187,0.00005417264,0.00003516981,0.0000296678,0.0002752481,0.0003310886,0.0002307154,0.000009674374,0.0005450032,0.000006305438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929214,0.001839621,0.001100813,0.0009234074,0.00006198592,0.0003595011,0.001569921,0.00009286377,0.001130519],"genre_scores_gemma":[0.9915652,0.0006666856,0.003314554,0.0003020429,0.00006004627,0.0002008403,0.003396797,0.000007908729,0.000485932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03668546,"threshold_uncertainty_score":0.07294387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0342289418737531,"score_gpt":0.3472582074213014,"score_spread":0.3130292655475483,"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."}}