{"id":"W3095802262","doi":"10.1097/dcr.0000000000001799","title":"Assessment of the Risk and Economic Burden of Surgical Site Infection Following Colorectal Surgery Using a US Longitudinal Database: Is There a Role for Innovative Antimicrobial Wound Closure Technology to Reduce the Risk of Infection?","year":2020,"lang":"en","type":"article","venue":"Diseases of the Colon & Rectum","topic":"Surgical site infection prevention","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVERSANA (Canada)","funders":"","keywords":"Medicine; Colorectal surgery; Surgery; Surgical site infection; Surgical wound; Incidence (geometry); Cohort; Complication; Retrospective cohort study; General surgery; Abdominal 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":[],"consensus_categories":[],"category_scores_codex":[0.0005768568,0.0001730921,0.000563546,0.0001504733,0.0001818147,0.00001134524,0.000112771,0.0001256397,0.00005376198],"category_scores_gemma":[0.000739325,0.0001077206,0.0005321389,0.0009867409,0.000274331,0.00009228251,0.0002504716,0.0002653433,4.365669e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001275417,"about_ca_system_score_gemma":0.0003142961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001897117,"about_ca_topic_score_gemma":0.0001177768,"domain_scores_codex":[0.9983693,0.0003748233,0.0005889503,0.0002981806,0.0002017305,0.000166976],"domain_scores_gemma":[0.9977254,0.0007100436,0.0009127425,0.0003221216,0.0002706781,0.00005897797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001043052,0.000176051,0.9714404,0.0001841301,0.0005414565,0.000001146108,0.0001309229,0.001041084,0.02468975,0.00003701586,0.00009544652,0.0006195591],"study_design_scores_gemma":[0.001269742,0.000390011,0.9426852,0.0003839419,0.001007497,0.0000219309,0.00006014911,0.001522186,0.0520939,0.0001142024,0.000347298,0.0001039539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965243,0.0001623777,0.0002250742,0.0006959305,0.0002860707,0.001384122,0.0006768148,0.00002262443,0.0000226456],"genre_scores_gemma":[0.9996034,0.0001052502,0.00008144448,0.00002630667,0.00009513968,0.00004563514,0.0000187363,0.00001895769,0.000005112418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02875519,"threshold_uncertainty_score":0.4392717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01607068743661133,"score_gpt":0.3125673935784261,"score_spread":0.2964967061418148,"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."}}