{"id":"W4389805269","doi":"10.3791/65742","title":"Robotic D3 Partial Duodenal Resection with Primary Side-to-Side Anastomosis","year":2023,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Intestinal Malrotation and Obstruction Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"Amsterdam University Medical Centers","keywords":"Medicine; Pancreaticoduodenectomy; Superior mesenteric artery; Anastomosis; Surgery; Stenosis; Dissection (medical); Duodenum; Resection; Radiology","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":[0.0002798456,0.0001600633,0.000375354,0.0005222691,0.0001079985,0.0000394378,0.00008413225,0.00005719281,0.000191584],"category_scores_gemma":[0.0002214099,0.0001249066,0.0001327724,0.0007107526,0.00004788558,0.0001888736,0.00002864907,0.0002178883,0.0001402392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001831993,"about_ca_system_score_gemma":0.0001646302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002165704,"about_ca_topic_score_gemma":0.000002722264,"domain_scores_codex":[0.9981736,0.00008457118,0.0005604802,0.0001727345,0.0007434562,0.0002651455],"domain_scores_gemma":[0.9988229,0.00005323297,0.0003079738,0.0001347628,0.0003923346,0.0002888314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02461824,0.001088026,0.01624326,0.0002201883,0.0008404893,0.001084526,0.005077966,0.006453625,0.9206715,0.0003074969,0.01552701,0.00786772],"study_design_scores_gemma":[0.0249056,0.01318637,0.2306979,0.001533881,0.0005212856,0.003233938,0.01035999,0.002791535,0.7018372,0.0002015194,0.009943953,0.0007869001],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938042,0.00008744108,0.002572542,0.001048492,0.0005917309,0.00028427,9.727593e-7,0.00007104943,0.001539337],"genre_scores_gemma":[0.9926322,0.00003278207,0.004869936,0.0009269786,0.0003194727,0.00002182183,0.00001083386,0.00004033309,0.001145617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2188343,"threshold_uncertainty_score":0.5093545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03536543506078427,"score_gpt":0.4037244898218475,"score_spread":0.3683590547610632,"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."}}