{"id":"W4398766092","doi":"10.1097/sla.0000000000006365","title":"Recommendations on Robotic Hepato-Pancreato-Biliary Surgery. The Paris Jury-Based Consensus Conference","year":2024,"lang":"en","type":"review","venue":"Annals of Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Robotics; Artificial intelligence; Multidisciplinary approach; Jury; Credentialing; Medical physics; Medical education; Computer science; Robot","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00379479,0.0006072102,0.005094175,0.0008718595,0.0001643872,0.00004574093,0.0002382256,0.0005587077,0.0009255703],"category_scores_gemma":[0.002369962,0.0003646362,0.001977903,0.0009470459,0.0006271049,0.00003046729,0.00009003846,0.001211987,0.000644237],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008500667,"about_ca_system_score_gemma":0.006475789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001682922,"about_ca_topic_score_gemma":0.000009415015,"domain_scores_codex":[0.9950835,0.001123813,0.001758681,0.000661076,0.0006515284,0.0007213699],"domain_scores_gemma":[0.9741339,0.02321387,0.0006550965,0.001179877,0.0005035923,0.0003136351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001084489,0.0003667848,0.00245845,0.01886258,0.001421039,0.0003710235,0.00002391732,4.648103e-7,2.187759e-7,0.000322941,0.5677708,0.4082934],"study_design_scores_gemma":[0.00009846498,0.0001131181,0.0003459174,0.04345948,0.003595234,0.000141348,0.00003495655,0.0001281102,0.000007682987,0.0001620492,0.9515597,0.0003540051],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004418428,0.9745367,0.00001437394,0.01934292,0.0007149917,0.001149731,0.0003038499,0.0000950813,0.003400553],"genre_scores_gemma":[0.001397724,0.9935405,0.00007864026,0.001180454,0.0002579936,0.0003322853,0.0006487155,0.00009332223,0.002470342],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4079393,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.571665302621616,"score_gpt":0.4856795874774592,"score_spread":0.08598571514415676,"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."}}