{"id":"W2181919173","doi":"10.1186/s12893-015-0109-y","title":"The view from 10,000 procedures: technical tips and wisdom from master pancreatic surgeons to avoid hemorrhage during pancreaticoduodenectomy","year":2015,"lang":"en","type":"letter","venue":"BMC Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"University of Pittsburgh","keywords":"Medicine; Pancreaticoduodenectomy; Perioperative; Gastroduodenal artery; Surgery; Superior mesenteric artery; Blood loss; Pancreas; Superior mesenteric vein; Blood transfusion; General surgery; Artery; Resection; Portal vein; Internal medicine","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00173378,0.0009019842,0.003337593,0.0004031041,0.0004324954,0.0002059801,0.0004699468,0.001365012,0.001641456],"category_scores_gemma":[0.00626441,0.0006168496,0.0004272212,0.0004652864,0.0005601373,0.0001168086,0.0004613173,0.002170542,0.0008375377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004494122,"about_ca_system_score_gemma":0.00230732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001890513,"about_ca_topic_score_gemma":0.0009759697,"domain_scores_codex":[0.9934391,0.0009157863,0.001354454,0.001371982,0.001457684,0.001461026],"domain_scores_gemma":[0.9816501,0.01503636,0.000375362,0.001837775,0.0003647433,0.0007356153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008670996,0.00007771142,0.2480227,0.001035752,0.0004037833,0.001688809,0.0001162792,1.422946e-7,0.0001803831,8.884145e-7,0.7471352,0.0004712904],"study_design_scores_gemma":[0.0028146,0.0002486825,0.3092456,0.005945877,0.003471774,0.001436291,0.0003300217,0.0001313151,0.0001646534,0.0005578166,0.6740251,0.001628386],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8294182,0.01465852,0.0001698352,0.1475372,0.0006414779,0.003011689,0.000721814,0.0003644624,0.003476811],"genre_scores_gemma":[0.2692446,0.01422769,0.01601514,0.471883,0.03295801,0.00903859,0.009962659,0.001998356,0.1746719],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5601736,"threshold_uncertainty_score":0.9999405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06082574277364824,"score_gpt":0.3002894376620471,"score_spread":0.2394636948883989,"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."}}