{"id":"W2622304838","doi":"10.21037/hbsn.2017.05.07","title":"The impact of perioperative blood transfusions on short-term outcomes following hepatectomy","year":2018,"lang":"en","type":"article","venue":"HepatoBiliary Surgery and Nutrition","topic":"Blood transfusion and management","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Queen's University; Health Sciences Centre","funders":"","keywords":"Medicine; Perioperative; Confidence interval; Hepatectomy; Internal medicine; Surgery; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004104555,0.0001777029,0.0003868527,0.0001341249,0.0003525459,0.00002214596,0.00004103741,0.00006380598,0.00007959855],"category_scores_gemma":[0.00003862169,0.0001061539,0.0004697108,0.0001973908,0.0001516721,0.00009306901,0.00001405221,0.0001319175,0.000004744364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002441839,"about_ca_system_score_gemma":0.00004395367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001479204,"about_ca_topic_score_gemma":0.00007184281,"domain_scores_codex":[0.998892,0.0001150667,0.0003254631,0.0002439891,0.0002042471,0.0002191958],"domain_scores_gemma":[0.9991943,0.0003349902,0.00003286354,0.0002488904,0.00007332471,0.0001155943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001019412,0.001923173,0.9615639,0.0001428247,0.0006518457,0.0001015326,0.0005918016,1.577383e-7,0.0206876,0.0002944246,0.0003748387,0.01264848],"study_design_scores_gemma":[0.002782469,0.002382374,0.962895,0.0006640241,0.0004580485,0.00004149281,0.0003996138,0.0001179832,0.02822626,0.00005738007,0.001728515,0.0002468264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969858,0.0003401302,0.00003096677,0.0008183726,0.0002072917,0.0007536323,0.00001764224,0.00005196836,0.0007942285],"genre_scores_gemma":[0.9976655,0.001890563,0.00003385423,0.0001399701,0.00006288237,0.00008520998,0.00002128879,0.00001595798,0.00008472816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01240166,"threshold_uncertainty_score":0.432883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.029724961302464,"score_gpt":0.3086505613547059,"score_spread":0.2789256000522419,"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."}}