{"id":"W4381392218","doi":"10.1016/j.hpb.2023.05.228","title":"Patterns of red blood cell transfusions in liver resection from 2014 to 2020","year":2023,"lang":"en","type":"article","venue":"HPB","topic":"Cancer, Hypoxia, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Perioperative; Red Blood Cell Transfusion; Blood loss; Hepatectomy; Red blood cell; Incidence (geometry); Blood transfusion; Resection; Surgery; General surgery; Intensive care medicine; Internal medicine","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":[0.0003840895,0.0001306864,0.0001707785,0.001278564,0.0002362119,0.0007011166,0.0003084377,0.000368361,0.004011733],"category_scores_gemma":[0.001926313,0.0001328347,0.0004478411,0.001960501,0.000225875,0.0003922081,0.0005870199,0.000800532,0.0006575966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008566223,"about_ca_system_score_gemma":0.001133621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02743432,"about_ca_topic_score_gemma":0.03622105,"domain_scores_codex":[0.9995261,0.00005602663,0.00008383206,0.00008239694,0.00008891011,0.0001626189],"domain_scores_gemma":[0.9982694,0.0001832344,0.0009665634,0.00003771576,0.0002970696,0.0002460049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004722613,0.00003006171,0.9824442,0.00007164862,0.00007223109,0.0001197264,0.0001342331,0.0002960679,0.0004257997,0.0004336384,0.00338271,0.01211739],"study_design_scores_gemma":[0.000003125078,0.00003886603,0.995316,0.00006555414,0.00002118648,0.000355112,0.0004250177,0.0002035114,0.0001475888,0.00009030894,0.003325977,0.0000076662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679354,0.00512183,0.0004367207,0.001588105,0.00009612292,0.00001568406,0.01837399,0.00005310346,0.006379104],"genre_scores_gemma":[0.986927,0.001808616,0.0002662939,0.0002677051,0.00004413431,0.00002096257,0.008368549,0.00001670622,0.002280052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02743432,"threshold_uncertainty_score":0.05454928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009610852302582578,"score_gpt":0.2325596706265601,"score_spread":0.2229488183239776,"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."}}