{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003297761,0.0001052557,0.0006339385,0.00006556064,0.00005260204,0.000005631066,0.00006090242,0.00002821185,0.00008907596],"category_scores_gemma":[0.0002435066,0.00006383142,0.00006366988,0.000656828,0.0002470268,0.00004895367,0.00003692594,0.000185174,0.000005008025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008121842,"about_ca_system_score_gemma":0.0003312206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001179576,"about_ca_topic_score_gemma":0.0003031764,"domain_scores_codex":[0.9987075,0.000260083,0.0002425853,0.000194721,0.0003753991,0.0002196932],"domain_scores_gemma":[0.9990265,0.0002292021,0.0001166208,0.000355715,0.0002042805,0.00006773054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003373225,0.0002481462,0.9966037,0.00001326968,0.0002437154,0.00004762882,0.0005169877,0.000002950494,0.001121478,0.00002398161,0.00009360012,0.0007472526],"study_design_scores_gemma":[0.001539906,0.0005917785,0.9950713,0.00008969169,0.0001808563,0.000006756271,0.001146222,0.00006590185,0.001136703,0.00001460486,0.0001017948,0.00005452193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975325,0.00003925651,0.00004851754,0.0007315269,0.00002292965,0.0003205288,0.00001758613,0.00001633068,0.001270764],"genre_scores_gemma":[0.9990981,0.00002348763,0.0003617526,0.0002184209,0.00001458067,0.00002060692,0.0000612923,0.00001328891,0.000188488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001565522,"threshold_uncertainty_score":0.260297,"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."}}