{"id":"W4401887062","doi":"10.1016/j.hpb.2024.07.134","title":"Short term outcomes of first 50 cases of robotic pancreaticoduodenectomy in a large volume laparoscopic pancreaticoduodenectomy centre","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":"Pancreas Centre (Canada)","funders":"","keywords":"Pancreaticoduodenectomy; Medicine; General surgery; Term (time); Radiology; Surgery; Resection","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":[0.0004649282,0.0002878531,0.001876554,0.0004506947,0.00004725255,0.00001820489,0.0001895358,0.0002045248,0.0008161492],"category_scores_gemma":[0.0005786048,0.000227464,0.0002281554,0.0005319027,0.0002141554,0.0001039524,0.0001126469,0.0003193519,0.0000740886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001735754,"about_ca_system_score_gemma":0.0003215595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007517276,"about_ca_topic_score_gemma":0.0008105326,"domain_scores_codex":[0.9974788,0.000122917,0.0008162037,0.0004465021,0.0005199342,0.0006155902],"domain_scores_gemma":[0.9981165,0.0008940867,0.00008048722,0.0005861802,0.0001298169,0.0001929321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001403182,0.0006129902,0.9931818,0.001872763,0.0004311816,0.0006107692,0.000866988,0.000007733729,0.00060243,0.0002338065,0.0006549967,0.0007842123],"study_design_scores_gemma":[0.00199345,0.0003953234,0.9834173,0.001580322,0.0006925169,0.0001244716,0.0004025693,0.009904001,0.0005799349,0.00004108438,0.0006801246,0.0001889224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931076,0.003089631,0.0004856287,0.0003752185,0.0001534104,0.0008032811,0.00006379202,0.00007338095,0.001848116],"genre_scores_gemma":[0.9914155,0.0005610932,0.002249399,0.00004371981,0.00007197871,0.00006654626,0.00004999133,0.00004554812,0.005496233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009896267,"threshold_uncertainty_score":0.9275712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03512708726372485,"score_gpt":0.3428931434259243,"score_spread":0.3077660561621994,"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."}}