{"id":"W3195431169","doi":"10.1016/j.surg.2021.07.026","title":"A risk-adjusted analysis of drain use in pancreaticoduodenectomy: Some is good, but more may not be better","year":2021,"lang":"en","type":"article","venue":"Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Complication; Pancreatic fistula; Surgery; Fistula; Internal medicine; Resection; Pancreas","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":[0.006984944,0.001558046,0.002100838,0.0006287097,0.000362014,0.002283037,0.001458613,0.001345129,0.003215055],"category_scores_gemma":[0.01252314,0.0006336938,0.01091481,0.001273525,0.0004427331,0.002131619,0.0008102518,0.00310745,0.000515287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003813581,"about_ca_system_score_gemma":0.0009402569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006163302,"about_ca_topic_score_gemma":0.01018326,"domain_scores_codex":[0.996199,0.001769805,0.0003867155,0.0008285893,0.0004536083,0.0003623449],"domain_scores_gemma":[0.9895181,0.005098099,0.001867591,0.00211819,0.000662084,0.0007359461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0202062,0.0002086639,0.8700733,0.001438797,0.05042575,0.0006136303,0.0001310971,0.003158858,0.0028075,0.0007630739,0.008673284,0.04149996],"study_design_scores_gemma":[0.001142524,0.002073834,0.9259902,0.0003938217,0.04483972,0.0005696234,0.0003363322,0.01035352,0.00139405,0.002923714,0.009814779,0.00016787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.889582,0.06081184,0.01850488,0.01045907,0.003446257,0.0001260795,0.01009268,0.0005690579,0.006408047],"genre_scores_gemma":[0.9868209,0.002874467,0.002664002,0.001578823,0.001327284,0.0000295691,0.002955602,0.0001723209,0.001577063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006984944,"threshold_uncertainty_score":0.0369404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07313372663207406,"score_gpt":0.3421763712253356,"score_spread":0.2690426445932615,"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."}}