{"id":"W2265013204","doi":"10.1016/j.surg.2015.12.015","title":"The impact of red blood cell transfusions on perioperative outcomes in the contemporary era of liver resection","year":2016,"lang":"en","type":"article","venue":"Surgery","topic":"Blood transfusion and management","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; Health Sciences Centre","funders":"","keywords":"Medicine; Perioperative; Multivariate analysis; Hepatectomy; Logistic regression; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006528805,0.0000951012,0.0002716417,0.00009151277,0.00006154625,0.000004487627,0.00006412849,0.00004182155,0.0001178954],"category_scores_gemma":[0.00009528809,0.00003495877,0.0002680616,0.0001737634,0.00009131712,0.00004187586,0.000008424868,0.000132945,0.000003393462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001465592,"about_ca_system_score_gemma":0.0001122871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007088134,"about_ca_topic_score_gemma":0.0001676017,"domain_scores_codex":[0.9990417,0.0001984772,0.0003001123,0.0001193615,0.0002202974,0.000120046],"domain_scores_gemma":[0.9985914,0.0009680363,0.00006513306,0.000286099,0.00005757482,0.00003174936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006159244,0.006213629,0.667744,0.000256325,0.0009917691,0.000215323,0.01035871,0.000008911531,0.2550152,0.001160399,0.02236349,0.02951302],"study_design_scores_gemma":[0.002208788,0.0007067613,0.9685771,0.0002865491,0.00006622983,0.000004768424,0.000865364,0.000004471115,0.02605648,0.00002496248,0.001124385,0.00007414194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853202,0.0002342977,0.0000103827,0.005396248,0.00009054691,0.0005042794,0.00001345637,0.00000963783,0.008420994],"genre_scores_gemma":[0.9977609,0.001229631,0.000004250031,0.0001470202,0.00001805829,0.00002608766,0.00000202019,0.000008423304,0.000803641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3008331,"threshold_uncertainty_score":0.1425577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03502664923785966,"score_gpt":0.2849511362747364,"score_spread":0.2499244870368768,"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."}}