{"id":"W2561767782","doi":"10.1182/blood.v120.21.2277.2277","title":"Transfusion Managament in Cardiac Surgery in British Columbia: Review of 8352 Patients.","year":2012,"lang":"en","type":"article","venue":"Blood","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cardiac surgery; Cryoprecipitate; Blood management; Packed red blood cells; Surgery; Blood transfusion; Fresh frozen plasma; Transplantation; Cardiopulmonary bypass; Internal medicine; Platelet","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008698127,0.0003384616,0.0007091938,0.003331966,0.0007152559,0.0009214248,0.0007111592,0.0004447465,0.001692093],"category_scores_gemma":[0.003016089,0.0003249435,0.0003664517,0.01026881,0.000444801,0.0004498762,0.0003751343,0.0003589554,0.000247346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004232217,"about_ca_system_score_gemma":0.008159192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3288016,"about_ca_topic_score_gemma":0.5280848,"domain_scores_codex":[0.999155,0.0001002247,0.000289435,0.00008247813,0.0003099221,0.00006285433],"domain_scores_gemma":[0.9966797,0.0009522012,0.00113152,0.00006761916,0.0009269458,0.0002421115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006861489,0.0002142354,0.3649023,0.028147,0.0007888587,0.002651404,0.001590206,0.0004199117,0.0009512985,0.00024474,0.02830433,0.5710996],"study_design_scores_gemma":[0.0001200959,0.0002947304,0.9274247,0.01561383,0.0009810317,0.004876169,0.002085042,0.0002710891,0.0003013556,0.00006187271,0.04791538,0.00005478337],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1529123,0.8381025,0.0001455613,0.001091662,0.0001409188,0.000169,0.002757039,0.0000257048,0.004655234],"genre_scores_gemma":[0.3173564,0.6772169,0.0005527037,0.0008522166,0.0001276077,0.0001779367,0.002640272,0.00001154156,0.001064388],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3288016,"threshold_uncertainty_score":0.6537756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.010505232079096,"score_gpt":0.2218559189117219,"score_spread":0.2113506868326259,"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."}}