{"id":"W2338669347","doi":"10.1016/j.hpb.2016.02.639","title":"Morbidity and mortality post hepatectomy benchmark in a Saudi Tertiary Centre","year":2016,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Medicine; Hepatectomy; Perioperative; Hepatocellular carcinoma; Mortality rate; Univariate analysis; Multivariate analysis; Surgery; Internal medicine; Resection","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":[0.0002454467,0.0002556133,0.0002710347,0.0008223625,0.0008391,0.0008362051,0.0004005878,0.0005128579,0.002312145],"category_scores_gemma":[0.0008373796,0.0002500566,0.0003974927,0.0009028104,0.0003977318,0.0003865226,0.0008630053,0.0005112579,0.0003419319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0019315,"about_ca_system_score_gemma":0.001259945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02468761,"about_ca_topic_score_gemma":0.03192808,"domain_scores_codex":[0.9996603,0.00004878709,0.00005185278,0.00004436007,0.00005230723,0.0001425058],"domain_scores_gemma":[0.9991053,0.00009467558,0.0002897791,0.0000290643,0.000185228,0.0002959293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001824635,0.00008951985,0.9949532,0.00003282243,0.00004194647,0.0009672299,0.0003852329,0.0001920703,0.0002744645,0.00005765693,0.0004468367,0.002376536],"study_design_scores_gemma":[0.00001053006,0.0002795777,0.9936749,0.0000300366,0.00002910683,0.001220637,0.003776952,0.000392564,0.0001420609,0.00004967604,0.000379706,0.00001424632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991419,0.00009866739,0.00002335775,0.0001248188,0.000005720288,0.000004875694,0.0002727239,0.000002228733,0.0003256458],"genre_scores_gemma":[0.9992718,0.0001008637,0.00003965287,0.00004547208,0.00001180975,0.000004236667,0.0003893677,0.00000136302,0.000135449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02468761,"threshold_uncertainty_score":0.04908782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02920731168837251,"score_gpt":0.3322459147491256,"score_spread":0.303038603060753,"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."}}