{"id":"W4399564536","doi":"10.1016/j.hpb.2024.04.359","title":"Postoperative complications and survival after resection for pancreatic ductal adenocarcinoma","year":2024,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Pancreatic ductal adenocarcinoma; Adenocarcinoma; Resection; General surgery; Surgery; Oncology; Internal medicine; Pancreatic cancer; Cancer","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":[0.000168438,0.00007450397,0.000186247,0.00008213048,0.00008725226,0.00002844188,0.00002446069,0.00006064655,0.0001164062],"category_scores_gemma":[0.00009592037,0.00005798725,0.00003983696,0.00009877547,0.0001090653,0.00005154498,0.00002110306,0.0001191639,0.00006153121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005807401,"about_ca_system_score_gemma":0.0001050621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004824024,"about_ca_topic_score_gemma":0.00004737749,"domain_scores_codex":[0.9993713,0.0000360925,0.0001188523,0.0002104229,0.0001047385,0.000158517],"domain_scores_gemma":[0.9994873,0.0002090751,0.000009029545,0.0001312104,0.00008791066,0.0000754086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001384718,0.0001453225,0.9675047,0.0005532323,0.0004740525,0.0001615669,0.002222396,2.612212e-7,0.003852041,0.005727211,0.01027405,0.007700445],"study_design_scores_gemma":[0.0006590966,0.0008931903,0.9791457,0.0001170455,0.0002109029,0.000277941,0.0003126265,0.0100094,0.0000448669,0.0002469675,0.00800813,0.00007413382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846007,0.003395283,0.003489844,0.003623297,0.0001174542,0.0006542776,0.0000357362,0.00004885728,0.004034597],"genre_scores_gemma":[0.9906148,0.0001243405,0.003573098,0.0002884187,0.0001395111,0.0004007088,0.00004846627,0.00001604498,0.004794658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01164099,"threshold_uncertainty_score":0.2364652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04817995053607598,"score_gpt":0.3680601210827597,"score_spread":0.3198801705466837,"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."}}