{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000149642,0.000212525,0.0002266154,0.0002194608,0.0002370877,0.00001618717,0.0000638808,0.00008092819,0.0001776458],"category_scores_gemma":[0.000006370838,0.0002075227,0.0001034036,0.000238101,0.00005269989,0.0003224282,0.000003422621,0.0001464221,0.00005351697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003511345,"about_ca_system_score_gemma":0.00004337791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006216657,"about_ca_topic_score_gemma":0.00003346243,"domain_scores_codex":[0.9982932,0.00006025592,0.0003812549,0.000426029,0.0005709951,0.0002682467],"domain_scores_gemma":[0.9994611,0.00002321906,0.00008202287,0.0002252829,0.00008744948,0.0001209852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01063833,0.002396195,0.18399,0.01228877,0.0008224455,0.006695476,0.02056214,0.0007973954,0.7539124,0.001408879,0.0002597915,0.006228182],"study_design_scores_gemma":[0.008364422,0.0002347428,0.7509056,0.0002815406,0.001300959,0.001285186,0.00002940771,0.0001027669,0.2371926,0.00001327933,0.00008089175,0.0002085794],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921621,0.0001436926,0.002672135,0.00019262,0.0001912999,0.001246122,0.00002557057,0.0002509475,0.003115533],"genre_scores_gemma":[0.9896405,0.008248479,0.0007972961,0.0001900321,0.0001430176,0.00006764835,0.0004097864,0.00003380319,0.0004693789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5669156,"threshold_uncertainty_score":0.8462531,"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."}}