{"id":"W4410196821","doi":"10.1016/j.hpb.2025.03.117","title":"Perioperative outcomes following arterial reconstruction for pancreatic adenocarcinoma","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; Perioperative; Adenocarcinoma; Internal medicine; General surgery; Anesthesia; 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":[0.0001932481,0.0001049999,0.0004724026,0.0001100145,0.0001557505,0.00001993833,0.00004972999,0.00009738563,0.000175185],"category_scores_gemma":[0.0003842437,0.00008158234,0.0001548224,0.0001072427,0.00007144765,0.00005429745,0.000020354,0.0001004347,0.00002885291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001074651,"about_ca_system_score_gemma":0.0002554571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000310152,"about_ca_topic_score_gemma":0.00001146372,"domain_scores_codex":[0.9992064,0.00004179812,0.00021642,0.0002049731,0.000104838,0.0002256332],"domain_scores_gemma":[0.9994802,0.0001810021,0.00002890485,0.0001820503,0.00007403297,0.0000537759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002696836,0.0000523394,0.9763873,0.00008450053,0.0003676684,0.00001456321,0.0002886222,1.401823e-7,0.002277993,0.0006804657,0.0008590285,0.01871772],"study_design_scores_gemma":[0.005909213,0.0003878298,0.9857004,0.0001794953,0.0006661396,0.00003374025,0.001015755,0.003139827,0.0003202712,0.000237571,0.002296192,0.0001135201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826314,0.0002213485,0.005922046,0.0008288645,0.0005964283,0.0008393292,0.000005359195,0.00004241841,0.008912805],"genre_scores_gemma":[0.9581029,0.00001584238,0.01935175,0.0005649365,0.0001476825,0.0003234984,0.00002203958,0.00001262938,0.02145877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02452854,"threshold_uncertainty_score":0.3326831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03325218049406738,"score_gpt":0.3612233245035472,"score_spread":0.3279711440094798,"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."}}