{"id":"W1990040446","doi":"10.1097/tp.0b013e318168fcd4","title":"Coagulation Defects Do Not Predict Blood Product Requirements During Liver Transplantation","year":2008,"lang":"en","type":"article","venue":"Transplantation","topic":"Blood transfusion and management","field":"Medicine","cited_by":148,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Saint-Luc; Université de Montréal","funders":"","keywords":"Medicine; Cryoprecipitate; Blood product; Liver transplantation; Phlebotomy; Surgery; Blood transfusion; Coagulation; Survival rate; Transplantation; Hemostasis; Anesthesia; Gastroenterology; Internal medicine; Platelet","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":[0.0007480319,0.0003160585,0.0003452741,0.000478755,0.0001863302,0.0005981401,0.0002740643,0.0004971912,0.001422081],"category_scores_gemma":[0.007338854,0.0001358389,0.0003033014,0.0004523642,0.0003387631,0.000378046,0.0002208402,0.0007271511,0.0002846365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001781897,"about_ca_system_score_gemma":0.0002547051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003543617,"about_ca_topic_score_gemma":0.0003031153,"domain_scores_codex":[0.9994735,0.0001362721,0.0001057413,0.00006759047,0.0001261563,0.00009077304],"domain_scores_gemma":[0.9911874,0.003424698,0.003793745,0.0002258266,0.0003522222,0.001016131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000332465,0.00002874095,0.9973677,0.000008020475,0.00001849814,0.0001273615,0.00001699603,0.00008430825,0.0003430073,0.00000856834,0.00004851495,0.001615826],"study_design_scores_gemma":[0.00002112118,0.0005161365,0.9954463,0.00001173663,0.00005044858,0.002431157,0.00005469221,0.0009119364,0.0003696048,0.00003783587,0.0001437675,0.000005166462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991601,0.0003948446,0.0001087325,0.00003936589,0.000008547453,0.000003754252,0.00003491082,0.000004453159,0.0002453169],"genre_scores_gemma":[0.9997512,0.00006387859,0.0000558605,0.00001149444,0.00001637237,0.000002530814,0.00006818269,0.000001721236,0.00002887213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001422081,"threshold_uncertainty_score":0.004757345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02838215834536508,"score_gpt":0.2509024566856556,"score_spread":0.2225202983402906,"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."}}