{"id":"W2212997567","doi":"10.1016/j.jvs.2015.08.033","title":"Preventing Surgical Site Infections in Bypass Patients in the Era of Hospital-Based Quality Improvement Initiatives","year":2015,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Context (archaeology); Medical record; Emergency medicine; Demographics; Population; Quality management; Retrospective cohort study; Surgery; Environmental health","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":[0.00278159,0.0002560362,0.0002970902,0.0005384411,0.0009662592,0.001658634,0.0005707273,0.0008830312,0.002499392],"category_scores_gemma":[0.01423568,0.0002067721,0.0004119343,0.0005972662,0.000393025,0.001205188,0.001623734,0.002112973,0.0001177008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001365431,"about_ca_system_score_gemma":0.00776433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006786897,"about_ca_topic_score_gemma":0.0130922,"domain_scores_codex":[0.9974754,0.001113098,0.0001540971,0.0001201055,0.0003370717,0.0008001447],"domain_scores_gemma":[0.9915549,0.001299583,0.002431982,0.0001411637,0.0008031145,0.003769306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004361588,0.002702087,0.8292955,0.000480149,0.0002430682,0.0004889612,0.001291268,0.0006165568,0.0007328629,0.001471336,0.009281062,0.152961],"study_design_scores_gemma":[0.0001792225,0.001681739,0.9827282,0.0008758742,0.0001506905,0.0004983029,0.00502059,0.001209591,0.0003944587,0.001193297,0.006031061,0.00003710116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595207,0.006671476,0.0006648538,0.02612735,0.0003676183,0.00009470493,0.0001206742,0.00003589544,0.006396773],"genre_scores_gemma":[0.9949392,0.002345612,0.0005943445,0.001615042,0.0001886318,0.00002201637,0.000080395,0.00000377102,0.0002109716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006786897,"threshold_uncertainty_score":0.01471061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02713853299766749,"score_gpt":0.3130155602581495,"score_spread":0.285877027260482,"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."}}