{"id":"W4410196765","doi":"10.1016/j.hpb.2025.03.170","title":"Outcomes following pancreaticoduodenectomy with venous or arterial resection","year":2025,"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 Toronto","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Resection; General surgery; Surgery","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":[0.0002028438,0.0001067805,0.0005074702,0.0001348284,0.0001248733,0.00001852506,0.00005965477,0.00008802414,0.0002504437],"category_scores_gemma":[0.000274979,0.00006420503,0.00006708986,0.0002498861,0.00005655499,0.00004387121,0.00002681514,0.0001495373,0.00005470881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001064758,"about_ca_system_score_gemma":0.0004246079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001518001,"about_ca_topic_score_gemma":0.0001444018,"domain_scores_codex":[0.9990974,0.00005470819,0.0001686939,0.0001992254,0.0002223707,0.0002575869],"domain_scores_gemma":[0.9993541,0.0002192141,0.00002829308,0.0002663699,0.00005544901,0.00007657012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002809447,0.0003211615,0.9871032,0.0001148057,0.0006512195,0.000401178,0.0002232422,7.183278e-7,0.001376321,0.0002240487,0.001527661,0.005246989],"study_design_scores_gemma":[0.007200001,0.001851304,0.9840814,0.0003336436,0.0006662205,0.00006618656,0.0003203642,0.0005042875,0.0003206922,0.0001158261,0.004416627,0.0001234381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968341,0.00007815842,0.002204598,0.0005681816,0.0002413407,0.0004299595,0.000001466471,0.00007068476,0.0280646],"genre_scores_gemma":[0.9609503,0.00002201297,0.005048223,0.0004400535,0.0001101502,0.00009879367,0.00001072832,0.00001439974,0.03330532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00739069,"threshold_uncertainty_score":0.2742183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03151786747511612,"score_gpt":0.365421151459672,"score_spread":0.3339032839845558,"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."}}