{"id":"W1974656719","doi":"10.1016/j.transci.2013.12.011","title":"Sometimes blood is essential – A simulation based approach to optimizing massive transfusion","year":2013,"lang":"en","type":"review","venue":"Transfusion and Apheresis Science","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Blood transfusion; Medicine; Intensive care medicine; Computer science; Surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006982671,0.0006563351,0.001460369,0.001014116,0.0006074001,0.0002632015,0.0004033075,0.0003779651,0.0004366496],"category_scores_gemma":[0.0001568781,0.000513398,0.000443749,0.002556788,0.0004237228,0.0003962736,0.00005605222,0.0004458146,0.00005845605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001124151,"about_ca_system_score_gemma":0.0007443588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009169408,"about_ca_topic_score_gemma":0.000008258578,"domain_scores_codex":[0.995476,0.0001672343,0.0008340695,0.001526979,0.001342641,0.0006530689],"domain_scores_gemma":[0.9978781,0.0003205641,0.0002178057,0.0006042179,0.0003277705,0.0006515244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007692883,0.0004133574,0.000008151988,0.007148896,0.00004639985,0.000009511242,0.000976932,0.0007177014,0.003471099,0.00003508833,0.00005780225,0.9870381],"study_design_scores_gemma":[0.02678721,0.004548263,0.001380705,0.112067,0.0269619,0.0003813554,0.005380991,0.2138081,0.02972898,0.000214939,0.5675993,0.01114126],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01063952,0.9029918,0.07156388,0.0006077451,0.0004750654,0.008910327,0.0001184675,0.0003472087,0.004345948],"genre_scores_gemma":[0.008087688,0.9586366,0.03208388,0.0003150916,0.0001435802,0.000269083,0.0000668001,0.00009611882,0.0003011335],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9758969,"threshold_uncertainty_score":0.9997318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05328396631936478,"score_gpt":0.3423587817211644,"score_spread":0.2890748154017996,"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."}}