{"id":"W3112830260","doi":"10.20517/2574-1225.2020.90","title":"Robotic liver surgery: literature review and current evidence","year":2020,"lang":"en","type":"article","venue":"Mini-invasive Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Laparoscopy; Robotic surgery; Context (archaeology); Surgery; General surgery; Invasive surgery; Liver transplantation; Gold standard (test); Colorectal surgery; Gallbladder; Biliary Tract Surgical Procedures; Abdominal surgery; Transplantation; Biliary tract; 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":[0.002679606,0.00133102,0.003008991,0.01236263,0.0006511975,0.002924376,0.002080719,0.002066314,0.008476935],"category_scores_gemma":[0.01135025,0.0007767144,0.00299038,0.01074588,0.0008190594,0.002543072,0.001349193,0.001280081,0.001362969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001448559,"about_ca_system_score_gemma":0.005508592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002122789,"about_ca_topic_score_gemma":0.00299795,"domain_scores_codex":[0.9983197,0.0002775075,0.0007690582,0.0002152624,0.0003402198,0.00007822213],"domain_scores_gemma":[0.9882444,0.008249569,0.002097076,0.0001945719,0.001024414,0.0001898644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002417269,0.00006735396,0.001060425,0.5909512,0.001247665,0.0005909993,0.0002609354,0.0002816204,0.0002976215,0.000872897,0.01048719,0.3936403],"study_design_scores_gemma":[0.0001516519,0.0003362538,0.00605336,0.7133915,0.01455863,0.005922861,0.0006776574,0.0002157039,0.000443064,0.001837629,0.2563273,0.00008434126],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002435877,0.9986805,0.00008647855,0.0002918693,0.0001018985,0.00002132542,0.00007767108,0.000007754566,0.0004888736],"genre_scores_gemma":[0.002099543,0.9970928,0.0002091337,0.0002740524,0.0001560728,0.00002933273,0.00008227948,0.000002566786,0.00005419108],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01236263,"threshold_uncertainty_score":0.02835822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2601454921797774,"score_gpt":0.2827611449046075,"score_spread":0.02261565272483013,"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."}}