{"id":"W3102387965","doi":"10.1002/jhbp.869","title":"The impact of robotics in liver surgery: A worldwide systematic review and short‐term outcomes meta‐analysis on 2,728 cases","year":2020,"lang":"en","type":"review","venue":"Journal of Hepato-Biliary-Pancreatic Sciences","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":119,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Medicine; Perioperative; Surgery; Systematic review; MEDLINE; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.005022739,0.0007653232,0.014659,0.001203684,0.0001674648,0.0001228993,0.0005491964,0.0001546496,0.00009698184],"category_scores_gemma":[0.002808196,0.0003084416,0.007618392,0.00307854,0.0004257711,0.0001843938,0.000087983,0.0004959839,0.00001058243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002530684,"about_ca_system_score_gemma":0.001111157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002460769,"about_ca_topic_score_gemma":0.00006412229,"domain_scores_codex":[0.9930844,0.001556883,0.003254686,0.0004813884,0.001160518,0.0004621722],"domain_scores_gemma":[0.9855269,0.01084295,0.002383369,0.0006246312,0.000243783,0.0003784359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00005571452,0.0003832087,0.3890522,0.4405121,0.1604273,0.002531299,0.0001091461,0.000008421386,1.87832e-7,0.00002819438,0.000224113,0.006668111],"study_design_scores_gemma":[0.0001733772,0.001204163,0.001906024,0.1496081,0.8443799,0.001572057,0.00004004948,0.0004415896,0.000001090527,0.00001222413,0.0002823089,0.0003791239],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00400643,0.9931821,0.000003508788,0.000514131,0.00006093363,0.002129389,0.00003205479,0.000007362328,0.0000640787],"genre_scores_gemma":[0.06016506,0.9392928,0.0002259892,0.00007654831,0.00003539271,0.00008547413,0.000007937683,0.00002879841,0.00008191942],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6839526,"threshold_uncertainty_score":0.9999694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2728263064687551,"score_gpt":0.3851264966403162,"score_spread":0.1123001901715611,"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."}}