{"id":"W4200586270","doi":"10.1177/00031348211065104","title":"Prediction of Postoperative Mortality in Patients With Organ Failure Following Pancreaticoduodenectomy","year":2021,"lang":"en","type":"article","venue":"The American Surgeon","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Pancreatic fistula; Intensive care unit; Logistic regression; Complication; Risk factor; Surgery; Internal medicine; Pancreas; Resection","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":[0.0007764624,0.0003177765,0.0003082005,0.0009280586,0.0003302783,0.0005406816,0.0003641705,0.0003459591,0.001138355],"category_scores_gemma":[0.00374367,0.0001547927,0.0004371285,0.000570695,0.000214256,0.0003703404,0.0004807495,0.0007297797,0.0001494433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001945282,"about_ca_system_score_gemma":0.0003219002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009634509,"about_ca_topic_score_gemma":0.001290005,"domain_scores_codex":[0.9996152,0.0001030408,0.0000689001,0.00006049906,0.00007535292,0.00007701792],"domain_scores_gemma":[0.997367,0.0005860698,0.001291878,0.00006749178,0.0002165739,0.0004709518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003413044,0.0000077512,0.999392,0.000003997167,0.000007665545,0.00003891749,0.000007811241,0.0000267699,0.000017541,0.00000333259,0.0000256796,0.0004342549],"study_design_scores_gemma":[0.000004804726,0.0001379372,0.9983212,0.00001426831,0.0000223962,0.0005893853,0.0001405115,0.0005664119,0.00004959375,0.00004493207,0.000104633,0.000003856099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990728,0.0003616823,0.0001060679,0.00006571659,0.00001154622,0.000004985763,0.0001274405,0.000002486313,0.0002472488],"genre_scores_gemma":[0.9995577,0.000117174,0.00008348111,0.00001047222,0.00001664992,0.000004251217,0.000176352,6.939087e-7,0.00003308309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001138355,"threshold_uncertainty_score":0.004106402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02017353272185341,"score_gpt":0.2931504968171433,"score_spread":0.2729769640952899,"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."}}