{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002221929,0.0007413794,0.0006412798,0.000805032,0.0007081186,0.000583087,0.0004235186,0.0009291255,0.001865566],"category_scores_gemma":[0.0006368503,0.000246836,0.00148947,0.0004560152,0.0005392056,0.0005045261,0.0009274447,0.0008843797,0.0006652349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004345729,"about_ca_system_score_gemma":0.0003581393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006724551,"about_ca_topic_score_gemma":0.001362037,"domain_scores_codex":[0.9998,0.00001547634,0.00002527106,0.00005593509,0.00003560744,0.00006763604],"domain_scores_gemma":[0.9996725,0.00006635462,0.00006221905,0.00005614658,0.00001381233,0.0001289106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.001282939,0.0003141685,0.069672,0.001011252,0.0003410529,0.7183584,0.0005127827,0.001694489,0.1073095,0.0008573039,0.002387263,0.0962588],"study_design_scores_gemma":[0.00004346106,0.0008327101,0.03390999,0.00002877204,0.00005162162,0.9537333,0.00008225576,0.0009890747,0.005594189,0.0002221562,0.004482005,0.00003057777],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588451,0.005753457,0.019478,0.001118509,0.0003100747,0.0001338935,0.0004174091,0.0008348854,0.01310859],"genre_scores_gemma":[0.9856583,0.0008233186,0.01053313,0.0006130544,0.0002162386,0.00002885571,0.0002501424,0.00005041134,0.001826521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001865566,"threshold_uncertainty_score":0.006240964,"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."}}