{"id":"W1976416914","doi":"10.1213/01.ane.0000111184.21278.07","title":"Transfusion Predictors in Liver Transplant","year":2004,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Blood transfusion and management","field":"Medicine","cited_by":143,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Retrospective cohort study; Blood transfusion; Univariate analysis; Liver transplantation; Red blood cell; Blood product; Multivariate analysis; Surgery; Internal medicine; Transplantation","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":[0.0007746716,0.0002037049,0.0002163732,0.0004035256,0.0002966976,0.0005683708,0.0002157208,0.0003229857,0.002775448],"category_scores_gemma":[0.006054281,0.00007837194,0.0001669733,0.0009041818,0.0002577082,0.0003135474,0.0002486287,0.0007760304,0.0002403113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002362563,"about_ca_system_score_gemma":0.0005615052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009138984,"about_ca_topic_score_gemma":0.0007359227,"domain_scores_codex":[0.9995313,0.0001677793,0.00008880134,0.00004815977,0.00009368231,0.000070369],"domain_scores_gemma":[0.9931035,0.002272643,0.003468703,0.000111391,0.0004540322,0.0005896927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009717768,0.00002081739,0.9953498,0.00002291095,0.00001146131,0.0001357248,0.00002886616,0.0001029778,0.00009163636,0.0000209136,0.0001815399,0.003936181],"study_design_scores_gemma":[0.0000082903,0.0001651527,0.9939491,0.00005702366,0.00005264695,0.003340467,0.0002148648,0.0008160545,0.0003788808,0.0001132959,0.0008987877,0.000005620979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941817,0.004000586,0.000302671,0.0005382096,0.00004689414,0.000005657621,0.0001427147,0.00001364385,0.0007678451],"genre_scores_gemma":[0.999009,0.0005318064,0.0001447131,0.00004702209,0.00006126956,0.000004236308,0.0001145068,0.000003056949,0.00008431484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002775448,"threshold_uncertainty_score":0.009284854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014462215592126,"score_gpt":0.2205661696402365,"score_spread":0.2104215474843153,"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."}}