{"id":"W2904995696","doi":"10.1016/j.amjsurg.2018.12.019","title":"Incisional wound VAC and risk-adjusted SSI rates in colorectal surgery: A tertiary centre experience","year":2018,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Surgical site infection; Colostomy; Colorectal surgery; Surgery; General surgery; Abdominal surgery","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":[0.0004472967,0.0002309251,0.000344442,0.0004134982,0.0005471749,0.000931379,0.0003673683,0.0005442794,0.001756398],"category_scores_gemma":[0.001894495,0.0003093728,0.0004294837,0.0008109289,0.0003841417,0.0005979224,0.0006103264,0.0007135574,0.0002314157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000828912,"about_ca_system_score_gemma":0.0006888424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008785659,"about_ca_topic_score_gemma":0.01073431,"domain_scores_codex":[0.9995092,0.000111609,0.00005813583,0.00007946348,0.00007815172,0.000163431],"domain_scores_gemma":[0.9985135,0.0002373633,0.000500976,0.00008287033,0.0001473434,0.0005178611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001543566,0.0001342523,0.9972907,0.00001107779,0.00003253378,0.0004284081,0.0002978595,0.00006869466,0.0002399726,0.0000259639,0.0001024238,0.001213723],"study_design_scores_gemma":[0.000007397336,0.0002667611,0.9977019,0.00000657794,0.00002028832,0.0006488737,0.00104251,0.0001267161,0.00007125712,0.00001815588,0.00008170292,0.00000780324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995678,0.00007551287,0.00002714235,0.00003188321,0.000003487723,0.000002621982,0.00006670021,0.000001542906,0.0002232813],"genre_scores_gemma":[0.9997573,0.00005752456,0.00002001896,0.00001875935,0.000006481377,0.000001485277,0.00005889636,9.724332e-7,0.00007849617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008785659,"threshold_uncertainty_score":0.01746905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02436494726840562,"score_gpt":0.2935461761316197,"score_spread":0.2691812288632141,"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."}}