{"id":"W3029773372","doi":"10.1097/md.0000000000020403","title":"A single-center clinical study of hepatic artery variations in laparoscopic pancreaticoduodenectomy","year":2020,"lang":"en","type":"article","venue":"Medicine","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Single Center; General surgery; Laparoscopy; Artery; Radiology; Surgery; Internal medicine; Pancreas","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":[0.0007118017,0.0001463844,0.001340548,0.0001694276,0.00002908182,0.000003044476,0.0001255015,0.0001005165,0.0005654559],"category_scores_gemma":[0.00224073,0.0001071768,0.00004890836,0.0005959349,0.0002064645,0.00003864165,0.00005774456,0.0003556657,0.00003546944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005619572,"about_ca_system_score_gemma":0.0001733892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002094771,"about_ca_topic_score_gemma":0.0001355253,"domain_scores_codex":[0.9976071,0.0003418774,0.001010215,0.0003308356,0.000445357,0.0002646727],"domain_scores_gemma":[0.998419,0.000690279,0.0001483817,0.0003343592,0.0001273383,0.0002806493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000440433,0.00326606,0.9889632,0.0001349794,0.0001705994,0.000176354,0.003763073,5.615451e-7,0.0009027426,0.00003324577,0.001191861,0.0009569133],"study_design_scores_gemma":[0.02461924,0.0134404,0.9555762,0.0003841765,0.0004730832,0.00002993204,0.001659108,0.002931218,0.00003538398,0.0000506467,0.000704371,0.00009627589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863045,0.0001322014,0.0002954119,0.00822725,0.0001143799,0.001174467,0.000003155343,0.0000323189,0.00371627],"genre_scores_gemma":[0.9974692,0.00006084191,0.0003693285,0.001478153,0.000357807,0.0000659789,0.00001710326,0.00001691038,0.0001646348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03338701,"threshold_uncertainty_score":0.6191346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1349192292208091,"score_gpt":0.4129919299369482,"score_spread":0.2780727007161391,"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."}}