{"id":"W4399556635","doi":"10.1016/j.hpb.2024.04.335","title":"Median arcuate ligament release: robotic approach","year":2024,"lang":"en","type":"article","venue":"HPB","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Ligament; Surgery","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":[0.00006909455,0.00006701397,0.0001061335,0.00005643471,0.000034574,0.00002694606,0.00005212696,0.00003321256,0.0001132064],"category_scores_gemma":[0.00001966642,0.0000523444,0.00009182562,0.0001619026,0.00002012152,0.00002154076,0.00002079037,0.0001193218,0.0004773173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003381453,"about_ca_system_score_gemma":0.00007582763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000115832,"about_ca_topic_score_gemma":0.000001591761,"domain_scores_codex":[0.9994199,0.000008357869,0.0001035825,0.0001888094,0.0001488156,0.0001304782],"domain_scores_gemma":[0.9995939,0.00001099457,0.000008941669,0.0002525575,0.0000219341,0.0001116796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006115425,0.001352934,0.001617438,0.004261051,0.001313548,0.0004597335,0.003589275,0.001477179,0.01765574,0.03900582,0.2521455,0.6770606],"study_design_scores_gemma":[0.001549424,0.0003926195,0.0248477,0.001613695,0.001070176,0.003963075,0.0007014077,0.6452355,0.001668479,0.002946952,0.315328,0.0006830079],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1012324,0.106344,0.5640249,0.05795776,0.001530019,0.003200519,0.00001634034,0.002376799,0.1633173],"genre_scores_gemma":[0.9779997,0.0004522205,0.01143105,0.000917744,0.000384021,0.0001231648,0.00004616732,0.00003206684,0.008613877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8767673,"threshold_uncertainty_score":0.6135107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02457551094311239,"score_gpt":0.2773921499838727,"score_spread":0.2528166390407603,"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."}}