{"id":"W4387907903","doi":"10.1503/cjs.000723","title":"Closed incision negative pressure wound therapy following pancreaticoduodenectomy for prevention of surgical site infections in high-risk patients","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Centre; University of Toronto","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Pancreatic fistula; Odds ratio; Surgery; Risk factor; Gastric emptying; Confidence interval; Retrospective cohort study; Incidence (geometry); Cohort; Cohort study; Mortality rate; Internal medicine; Stomach; Pancreas","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005087754,0.0001418384,0.0004279711,0.0004828026,0.0002141904,0.0004081435,0.0001844111,0.0002108662,0.0008089654],"category_scores_gemma":[0.003522931,0.00009355577,0.0003703374,0.0004554674,0.0001428244,0.0002561756,0.000230623,0.0003358441,0.00006738232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001721643,"about_ca_system_score_gemma":0.0004518672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002753455,"about_ca_topic_score_gemma":0.0005036007,"domain_scores_codex":[0.9996685,0.0001400835,0.00004669444,0.0000278432,0.0000792955,0.00003768097],"domain_scores_gemma":[0.9982632,0.0005153864,0.0008741358,0.00002535401,0.00009798665,0.0002239489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007560498,0.000212104,0.9609338,0.0003018876,0.0001280149,0.0006980139,0.00009301616,0.00008076175,0.0004056124,0.00002919838,0.0002824634,0.03607909],"study_design_scores_gemma":[0.0001286535,0.002839282,0.9909551,0.0002524129,0.0001626165,0.003895184,0.0002805126,0.0004331158,0.0003131898,0.00008032592,0.0006502043,0.000009358593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928368,0.006194318,0.000225574,0.000111656,0.00002739651,0.00003757262,0.00005184675,0.000006042432,0.0005088687],"genre_scores_gemma":[0.997339,0.002180769,0.0002585499,0.00003763528,0.00004091938,0.00002237694,0.00007977233,7.756156e-7,0.00004015051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008089654,"threshold_uncertainty_score":0.00270623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02873822963017671,"score_gpt":0.2893977013326678,"score_spread":0.2606594717024912,"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."}}