{"id":"W3002936107","doi":"10.1002/lary.28512","title":"Surgical Site Infection Affects Length of Stay After Complex Head and Neck Procedures","year":2020,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Surgical site infection prevention","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University Health Network; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Surgical site infection; Confidence interval; Incidence (geometry); Head and neck; Hazard ratio; Retrospective cohort study; Surgery; Cohort; Cohort study; Emergency medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001230851,0.0001983746,0.000205107,0.0006945096,0.0002327423,0.0007493657,0.0003498051,0.0005160531,0.0045774],"category_scores_gemma":[0.009619968,0.0001629101,0.0007308866,0.0008496718,0.0003782146,0.0004602456,0.0005146592,0.0006464854,0.0002788646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005005109,"about_ca_system_score_gemma":0.0007586906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003683122,"about_ca_topic_score_gemma":0.005199759,"domain_scores_codex":[0.9989532,0.0002747432,0.0001662603,0.0001405162,0.0002605364,0.0002047175],"domain_scores_gemma":[0.990528,0.00169501,0.006316313,0.0002872941,0.0005380063,0.00063543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007125777,0.00002871002,0.9982869,0.00002484463,0.00004439428,0.00001938682,0.00001020785,0.00003092335,0.00004393092,0.000007866261,0.00006699764,0.001364578],"study_design_scores_gemma":[0.000003604042,0.00008601882,0.9995295,0.00001966933,0.00002414924,0.0001101135,0.00004129268,0.0000786665,0.00003275894,0.00001340904,0.00005870978,0.000002047575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973738,0.001025657,0.0001739447,0.0001838923,0.00001976711,0.00002007779,0.0004384681,0.000003860763,0.0007605589],"genre_scores_gemma":[0.9990934,0.0002815371,0.0001459782,0.0000466383,0.00002470661,0.000009167474,0.0002760259,0.000001347334,0.0001212982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0045774,"threshold_uncertainty_score":0.01531291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02580151778950672,"score_gpt":0.2939234462552732,"score_spread":0.2681219284657665,"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."}}