{"id":"W1543356801","doi":"10.1016/j.ccc.2013.06.009","title":"Prevention, Diagnosis, and Management of Surgical Site Infections","year":2013,"lang":"en","type":"review","venue":"Critical Care Clinics","topic":"Surgical site infection prevention","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Surgical site infection; Comorbidity; Intensive care unit; Intensive care medicine; Surgical procedures; Surgical emergency; General surgery; Surgery; Internal medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003483094,0.0003294355,0.001590906,0.000178979,0.00008046249,0.00003501276,0.00007169827,0.0005698848,0.002372195],"category_scores_gemma":[0.0002931638,0.0002747921,0.0009782449,0.0003876996,0.0002753786,0.0000862379,0.0001853822,0.0005628773,0.0002365425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001110332,"about_ca_system_score_gemma":0.00008699221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005368478,"about_ca_topic_score_gemma":0.000001861739,"domain_scores_codex":[0.9973548,0.0003097152,0.00123727,0.0005197318,0.0003152605,0.0002631991],"domain_scores_gemma":[0.9971472,0.001511995,0.0001930194,0.0004224191,0.0004124485,0.000312932],"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":[0.000005583746,0.0004576183,0.0009842744,0.07137845,0.0001926862,0.0000812565,0.000009053847,4.198655e-8,8.24173e-9,0.003356664,0.0002249783,0.9233094],"study_design_scores_gemma":[0.0005781145,0.0004739522,0.0002002522,0.02033612,0.004604252,0.0002387353,0.00003316732,0.000001125134,4.774869e-7,0.0003367837,0.9729713,0.0002257746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002478979,0.9939705,0.0001598809,0.00008404908,0.0004898329,0.001599939,0.00004928044,0.00008913291,0.003309463],"genre_scores_gemma":[0.0002665264,0.997357,0.0005546807,0.0000239164,0.0002281276,0.0006644161,0.0002906767,0.00004864585,0.0005660295],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9727463,"threshold_uncertainty_score":0.9999704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.104581114128355,"score_gpt":0.4735604362515982,"score_spread":0.3689793221232432,"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."}}