{"id":"W2995431312","doi":"10.3791/60301","title":"Robotic Lateral Pancreaticojejunostomy for Chronic Pancreatitis","year":2019,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreatitis; Pancreatic duct; Anastomosis; Gastroduodenal artery; Surgery; Pancreas; Artery; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004704657,0.0001896135,0.001095618,0.0002302924,0.00006187013,0.0000278239,0.0001569329,0.0001364282,0.001403377],"category_scores_gemma":[0.0001576727,0.0001432381,0.0003054936,0.0001366734,0.00007029364,0.0001655006,0.00003812893,0.0002159678,0.0001347515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003904211,"about_ca_system_score_gemma":0.0005583192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001819775,"about_ca_topic_score_gemma":4.930345e-7,"domain_scores_codex":[0.9980976,0.00009730241,0.0007054649,0.0001843301,0.0004931877,0.0004221215],"domain_scores_gemma":[0.9985377,0.0002416459,0.0003621211,0.000246361,0.0003463283,0.0002658188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007322748,0.00163114,0.5326431,0.000727678,0.002729389,0.0003560944,0.001733004,0.00002273735,0.4375277,0.001397921,0.0112728,0.002635769],"study_design_scores_gemma":[0.1828057,0.06038598,0.3046067,0.00503693,0.004246594,0.006805404,0.001908455,0.01302851,0.3336593,0.001628398,0.08414886,0.001739141],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915423,0.001971584,0.001658117,0.0002779964,0.0004702792,0.0009654659,0.000003631132,0.00001718711,0.00309341],"genre_scores_gemma":[0.9818166,0.0003751185,0.01011863,0.0003155255,0.0004921,0.0000455571,0.00001317712,0.00004210703,0.006781128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2280364,"threshold_uncertainty_score":0.9995095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04254153712610202,"score_gpt":0.4653339393422907,"score_spread":0.4227924022161886,"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."}}