{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001619314,0.0001900995,0.0003662457,0.000482395,0.0001787612,0.0005289365,0.0002592306,0.0002085384,0.002214491],"category_scores_gemma":[0.006548559,0.0001209231,0.0007553855,0.0006701924,0.0003075254,0.0004437366,0.000658489,0.0002781046,0.0001737524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003335811,"about_ca_system_score_gemma":0.0003382897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004419267,"about_ca_topic_score_gemma":0.0008375316,"domain_scores_codex":[0.9986207,0.0004878531,0.0002250735,0.0002764692,0.0002050782,0.0001846573],"domain_scores_gemma":[0.9965037,0.00065549,0.002355396,0.0001334347,0.0001083795,0.0002436474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005487481,0.000219999,0.96232,0.0003222874,0.001075906,0.0003477276,0.0001092569,0.0007584359,0.0005339244,0.0003817675,0.0006290699,0.02781414],"study_design_scores_gemma":[0.0005828518,0.003959476,0.9884315,0.0001554555,0.0005450586,0.002450374,0.0005701677,0.001062803,0.0004196398,0.000402391,0.00139446,0.00002595129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967796,0.001363461,0.0003892547,0.0001100496,0.00002912702,0.00003866793,0.0003383484,0.000004061137,0.0009474621],"genre_scores_gemma":[0.9990864,0.0003087862,0.0001618662,0.00005838493,0.00003420232,0.0000285594,0.0002506825,0.000001464123,0.00006971441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002214491,"threshold_uncertainty_score":0.008563817,"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."}}