{"id":"W2042309266","doi":"10.1097/tp.0b013e3181a5e5f1","title":"MELD Score and Blood Product Requirements During Liver Transplantation: No Link","year":2009,"lang":"en","type":"article","venue":"Transplantation","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Saint-Luc; Université de Montréal","funders":"","keywords":"Medicine; Blood product; Liver transplantation; Blood transfusion; Model for End-Stage Liver Disease; Surgery; Liver disease; Cohort; Hepatocellular carcinoma; Transplantation; Internal 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":[0.0001205916,0.000230639,0.000260031,0.0001659473,0.0001436837,0.00003457235,0.00006494217,0.0001007788,0.0001692274],"category_scores_gemma":[0.000006651216,0.0002135031,0.0000734502,0.0001670729,0.00004481312,0.0003192912,0.000001711151,0.0001828391,0.00003244927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002110416,"about_ca_system_score_gemma":0.00003377373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002133767,"about_ca_topic_score_gemma":0.000007735216,"domain_scores_codex":[0.9986219,0.00003073675,0.0003753638,0.0003900869,0.0003236445,0.000258229],"domain_scores_gemma":[0.9994723,0.00002734223,0.00007909552,0.0001869578,0.00009992546,0.0001344427],"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":[0.01232249,0.001304115,0.2135482,0.03789549,0.0005664198,0.00960216,0.02670444,0.00002577751,0.6641585,0.004407348,0.0002168677,0.02924818],"study_design_scores_gemma":[0.004476571,0.0004751012,0.6420151,0.0005031067,0.001041562,0.001772293,0.00001527425,0.00001945699,0.3492235,0.00009007638,0.0000996169,0.0002683753],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924434,0.0004472402,0.001331446,0.001687049,0.0001053798,0.0007600391,0.00004087014,0.0003565562,0.002827994],"genre_scores_gemma":[0.9644908,0.02976666,0.003956665,0.0006652862,0.0002410439,0.0000150301,0.0002775841,0.00002528865,0.0005615975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4284668,"threshold_uncertainty_score":0.8706404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01933790001425224,"score_gpt":0.2685367251890428,"score_spread":0.2491988251747905,"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."}}