{"id":"W2101399456","doi":"10.1016/j.suc.2014.08.008","title":"Surgical Site Infections","year":2014,"lang":"en","type":"review","venue":"Surgical Clinics of North America","topic":"Surgical site infection prevention","field":"Medicine","cited_by":188,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Surgical site infection; Intensive care medicine; Surgical Infections; Surgical procedures; Antibiotic prophylaxis; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007743755,0.0007144807,0.005225271,0.0004943524,0.0001172342,0.00002483685,0.0002439766,0.0007286552,0.004835802],"category_scores_gemma":[0.0006027523,0.000556969,0.004057205,0.001823703,0.000504537,0.00008352676,0.0002208956,0.001644326,0.001982592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001372795,"about_ca_system_score_gemma":0.0004116391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004523632,"about_ca_topic_score_gemma":0.00001178914,"domain_scores_codex":[0.9940974,0.0008332264,0.002802348,0.0009173598,0.0007651872,0.0005845077],"domain_scores_gemma":[0.9925671,0.003806472,0.001597537,0.0009899229,0.0003573343,0.0006815965],"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":[0.00008041257,0.000878742,0.003868299,0.005233727,0.0003713915,0.0002914281,0.000003730603,0.00000483748,3.931171e-9,0.00004697879,0.0002000884,0.9890203],"study_design_scores_gemma":[0.001264856,0.0009844506,0.0002986594,0.003444039,0.002034388,0.001043447,8.066614e-7,0.0000168768,5.075969e-8,0.0000199487,0.9904102,0.0004822472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001072918,0.9832802,0.0001901788,0.00005368546,0.0007472676,0.001237434,0.0001569398,0.0003039248,0.01295744],"genre_scores_gemma":[0.0003172118,0.9952275,0.0001862468,0.00006263969,0.0009648906,0.0001155083,0.001426003,0.0001108403,0.001589135],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9902101,"threshold_uncertainty_score":0.9996882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04227741296870533,"score_gpt":0.3975636653069202,"score_spread":0.3552862523382148,"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."}}