{"id":"W2137543957","doi":"10.1503/cjs.022109","title":"Surgical site infection in abdominal trauma patients: risk prediction and performance of the NNIS and SENIC indexes","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgical site infection; Abdominal trauma; Risk assessment; General surgery; Intensive care medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005020841,0.0006149298,0.0005272605,0.001306726,0.0002048723,0.0009264272,0.0003940467,0.0004354475,0.0007581803],"category_scores_gemma":[0.02364227,0.0002349583,0.0007238263,0.0007949614,0.0003690274,0.0008144245,0.0008323379,0.0007553761,0.0001866917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003324864,"about_ca_system_score_gemma":0.0005137824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007448838,"about_ca_topic_score_gemma":0.0006466947,"domain_scores_codex":[0.9978757,0.001108046,0.0002203075,0.0002198797,0.0004511875,0.0001249143],"domain_scores_gemma":[0.9872546,0.006983378,0.003464687,0.0005036196,0.001004217,0.0007894954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000249675,0.00003139072,0.995325,0.00001105677,0.00005874113,0.00002149361,0.00002101795,0.0008795575,0.00004164771,0.00001863624,0.00003896834,0.003302959],"study_design_scores_gemma":[0.0000412638,0.001239925,0.9464784,0.00003742571,0.0001659152,0.0006420254,0.0001738401,0.05005905,0.0003975619,0.0004664377,0.0002722263,0.00002583343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972495,0.0003408673,0.001790559,0.00008613642,0.0000100022,0.00002110113,0.00009325032,0.00001509189,0.0003934754],"genre_scores_gemma":[0.998774,0.000100702,0.0009060312,0.00001005189,0.00001211477,0.00001115269,0.000142442,0.000002745168,0.00004069878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005020841,"threshold_uncertainty_score":0.02655309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0197854899855262,"score_gpt":0.2058167669733678,"score_spread":0.1860312769878416,"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."}}