{"id":"W3044844732","doi":"10.1016/j.hpb.2020.04.729","title":"Assessing the potential volume of laparoscopic liver surgery at a Canadian tertiary care hospital: A single-centre study","year":2020,"lang":"en","type":"article","venue":"HPB","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Tertiary care; Laparoscopic surgery; Retrospective cohort study; Single Center; Surgery; General surgery; Liver function; Hepatectomy; Laparoscopy; Resection; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009760481,0.000595419,0.0009480629,0.001981345,0.003251414,0.002239457,0.002380919,0.001240739,0.002553753],"category_scores_gemma":[0.005028645,0.0006897512,0.001200565,0.004641848,0.001170129,0.0009712564,0.001494102,0.001347419,0.0002621518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02576921,"about_ca_system_score_gemma":0.028358,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9244383,"about_ca_topic_score_gemma":0.950034,"domain_scores_codex":[0.9979712,0.0001998004,0.0001470498,0.0002624446,0.0006621706,0.0007572622],"domain_scores_gemma":[0.9948022,0.0004140621,0.00137662,0.0001578022,0.0015921,0.001657223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000072239,0.00005297819,0.9978809,0.00002463588,0.00006127162,0.0001260361,0.0002822238,0.00005563266,0.00007659413,0.00003333848,0.000304428,0.001029823],"study_design_scores_gemma":[0.00001308834,0.00008040739,0.9980075,0.00002149104,0.00003878785,0.0001480315,0.00124887,0.0001760151,0.00002231785,0.00001725813,0.0002084197,0.0000177665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966664,0.0003983375,0.0000923505,0.0003475046,0.0000110097,0.00006677875,0.001247526,0.000005535896,0.00116461],"genre_scores_gemma":[0.9985402,0.0002396314,0.0001794431,0.0001367885,0.00001756276,0.00002212152,0.0006774648,0.000004161905,0.0001826037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0755617,"threshold_uncertainty_score":0.1869695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06145712829031783,"score_gpt":0.2393739326489032,"score_spread":0.1779168043585854,"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."}}