{"id":"W4410196795","doi":"10.1016/j.hpb.2025.03.167","title":"Impact of bleeding and blood transfusion on short term outcomes following hepatectomy","year":2025,"lang":"en","type":"article","venue":"HPB","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Hepatectomy; Term (time); Blood transfusion; Surgery; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003671584,0.00009118265,0.000219411,0.00008495677,0.00003330525,0.00000700936,0.00001985912,0.00003036558,0.00003696722],"category_scores_gemma":[0.00001140199,0.00005954873,0.0002049532,0.00007058329,0.00001071161,0.00002637829,0.00001088796,0.0000389727,0.000001374929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003065448,"about_ca_system_score_gemma":0.00003174932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001099394,"about_ca_topic_score_gemma":0.000003921605,"domain_scores_codex":[0.9995545,0.000007455477,0.0001065723,0.0001335917,0.0001003967,0.0000974849],"domain_scores_gemma":[0.9997503,0.0000531318,0.00001064442,0.0001109123,0.000013352,0.0000616507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004538509,0.000516439,0.9850222,0.00004865778,0.0007305269,0.00005652802,0.0001107011,6.397577e-7,0.0035032,0.00001887412,0.00003203441,0.009914799],"study_design_scores_gemma":[0.001887615,0.0003682051,0.9925323,0.0002529423,0.001019944,0.000001300496,0.00002172504,0.00003289994,0.003826143,0.000006363282,0.000006686211,0.00004392191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976456,0.0004155268,0.000008760921,0.00006881429,0.00005741379,0.0002376109,0.00000794439,0.00002094616,0.001537455],"genre_scores_gemma":[0.9996471,0.0001200372,0.00005398568,0.00005502167,0.000009356092,0.00001496864,0.000007396808,0.000005989909,0.00008618624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009870877,"threshold_uncertainty_score":0.2428327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0187151414614712,"score_gpt":0.3221840165530165,"score_spread":0.3034688750915454,"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."}}