{"id":"W4392811248","doi":"10.1097/sla.0000000000006267","title":"Robotic Versus Laparoscopic Liver Resection in Various Settings","year":2024,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Intuitive Surgical; AstraZeneca; Bayer; Amgen","keywords":"Medicine; Perioperative; Propensity score matching; Surgery; Retrospective cohort study; Robotic surgery; Cohort; Resection; Laparoscopy; General surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003854742,0.00009472943,0.0002836744,0.0003199124,0.00001752723,0.00001553508,0.0000229712,0.00008016382,0.0001378515],"category_scores_gemma":[0.0001197485,0.00008440713,0.0001634446,0.00039415,0.00002966889,0.00009428788,0.00001452929,0.0001206357,0.00008151996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002265545,"about_ca_system_score_gemma":0.0001030297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002453479,"about_ca_topic_score_gemma":0.00002051915,"domain_scores_codex":[0.9991747,0.0000446422,0.0002335879,0.0001841636,0.000163097,0.0001998033],"domain_scores_gemma":[0.9992912,0.0004319252,0.00003031577,0.0001333982,0.00005122665,0.00006195866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008819192,0.0002782211,0.9331472,0.001346613,0.0002990792,0.002501814,0.0006132404,0.000004608189,0.001216486,0.0002104186,0.02799512,0.03150529],"study_design_scores_gemma":[0.003765689,0.002232149,0.6984932,0.008468213,0.0008443663,0.0002033964,0.0003391135,0.01505653,0.2231343,0.001033686,0.04542986,0.000999483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866849,0.009245187,0.000008195107,0.00210454,0.0005076945,0.0001435098,0.000002678085,0.00005431778,0.001248976],"genre_scores_gemma":[0.9980286,0.001246296,0.00004925645,0.0001452294,0.0001037722,0.00001629973,0.00002997384,0.000016299,0.0003642929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.234654,"threshold_uncertainty_score":0.3442023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3812226887559145,"score_gpt":0.3437485751019718,"score_spread":0.03747411365394265,"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."}}