{"id":"W2895813874","doi":"10.1089/sur.2018.156","title":"Antiseptic Irrigation as an Effective Interventional Strategy for Reducing the Risk of Surgical Site Infections","year":2018,"lang":"en","type":"review","venue":"Surgical Infections","topic":"Surgical site infection prevention","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Intensive care medicine; Antiseptic; Surgical site infection; Infection control; Antibiotic prophylaxis; Surgery; Antibiotics; Pathology","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":[0.002314076,0.0006955927,0.001995874,0.0006930871,0.0008445886,0.0001208609,0.0001866284,0.0008776867,0.004255475],"category_scores_gemma":[0.0007073624,0.0004802932,0.003691678,0.001710466,0.0006284632,0.0003682713,0.0001196266,0.001332119,0.000372964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004528895,"about_ca_system_score_gemma":0.0003826288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005064174,"about_ca_topic_score_gemma":0.0001097042,"domain_scores_codex":[0.9941232,0.002031043,0.001785909,0.0009823324,0.0005349129,0.0005426436],"domain_scores_gemma":[0.9927076,0.003979753,0.001277945,0.000799689,0.0008560951,0.0003789809],"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":[0.0003131099,0.006414749,0.001079219,0.008449298,0.003498518,0.00006505354,0.00009646893,0.0002177204,0.000005965833,0.01082013,0.0005941334,0.9684457],"study_design_scores_gemma":[0.002190228,0.004942518,0.0007175797,0.006889513,0.005956145,0.003489937,0.00001635157,0.0002468044,0.00002196928,0.002754419,0.9722577,0.00051688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05124769,0.9010914,0.004987196,0.000152687,0.004060383,0.0162704,0.001229569,0.001006323,0.01995435],"genre_scores_gemma":[0.03358158,0.9552443,0.0001187204,0.00001148434,0.002928366,0.003087156,0.002465123,0.0001944333,0.002368809],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9716635,"threshold_uncertainty_score":0.9997649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05382643198822986,"score_gpt":0.4144582805173811,"score_spread":0.3606318485291513,"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."}}