{"id":"W3095009575","doi":"10.1007/s00464-020-08118-x","title":"The experience of the minimally invasive (MI) fellowship-trained (FT) hepatic-pancreatic and biliary (HPB) surgeon: could the outcome of MI pancreatoduodenectomy for peri-ampullary tumors be better than open?","year":2020,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Institute of Mining, Metallurgy and Petroleum; Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Medicine; Malignancy; Hepatology; Surgery; Pancreatic cancer; Abdominal surgery; Pancreaticoduodenectomy; Pancreas; Cancer; Internal medicine; Gastroenterology","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":[0.001194034,0.0003181204,0.001269173,0.00004220126,0.0004027765,0.00005272282,0.0008994521,0.000168867,0.0002743986],"category_scores_gemma":[0.002177674,0.0001535295,0.0003272013,0.0004195391,0.001744363,0.00009624618,0.0005073036,0.0004329905,0.000003564016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004305338,"about_ca_system_score_gemma":0.0006419726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005916052,"about_ca_topic_score_gemma":0.0001343372,"domain_scores_codex":[0.9967393,0.0005535051,0.0009483778,0.0004922172,0.0006859899,0.0005806273],"domain_scores_gemma":[0.9918725,0.006502986,0.000347495,0.0007540949,0.000220093,0.0003028156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003532048,0.0001597832,0.9851363,0.0004242212,0.0003338309,0.0001080929,0.004673338,9.938854e-7,0.003820874,0.0006352816,0.0007596422,0.0004156372],"study_design_scores_gemma":[0.04239118,0.00674868,0.798949,0.001362178,0.002777494,0.0005719785,0.02535719,0.004657161,0.07959348,0.001719329,0.03465087,0.001221461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739217,0.001006887,0.00001304301,0.02068296,0.00008992642,0.002166267,0.00006801258,0.0000198562,0.00203136],"genre_scores_gemma":[0.9956533,0.0005737611,0.0006875105,0.001849876,0.0001423322,0.0004605234,0.00001690416,0.00003987247,0.0005759599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1861873,"threshold_uncertainty_score":0.6427178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05530895095085906,"score_gpt":0.3500327126652842,"score_spread":0.2947237617144251,"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."}}