{"id":"W2347079560","doi":"10.14740/cr463w","title":"Clinical and Surgical Strategies for Avoiding or Reducing Allogeneic Blood Transfusions","year":2016,"lang":"en","type":"article","venue":"Cardiology Research","topic":"Blood transfusion and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Anemia; Surgery; Erythropoietin; Hemostasis; Blood transfusion; Cardiopulmonary bypass; Artery; Anesthesia; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00383827,0.0001138047,0.0005501563,0.0001751168,0.0002974106,0.00001819673,0.0001068779,0.0002288368,0.0001126018],"category_scores_gemma":[0.0004786166,0.00006226086,0.0001844876,0.0001571398,0.0007096147,0.00004878909,0.00007798292,0.0004113858,0.00001314486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001701944,"about_ca_system_score_gemma":0.0002585562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001371807,"about_ca_topic_score_gemma":0.00001235061,"domain_scores_codex":[0.9978214,0.0006136607,0.000323474,0.0005073754,0.0002139381,0.0005201342],"domain_scores_gemma":[0.9972536,0.001972351,0.00001499647,0.0003113813,0.0001898003,0.0002578614],"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":[0.01375889,0.001089045,0.213158,0.001255953,0.004887484,0.005784579,0.00123065,0.000008214819,0.2170651,0.1181636,0.02781099,0.3957874],"study_design_scores_gemma":[0.0607083,0.0134612,0.1044995,0.001157904,0.001981678,0.005821688,0.00859171,0.000097729,0.005061287,0.007426618,0.7902318,0.0009605378],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809123,0.0008168394,0.003133799,0.008097028,0.0002188089,0.001111164,0.00001379177,0.00006444755,0.005631873],"genre_scores_gemma":[0.9895984,0.006627474,0.0004899774,0.00009348433,0.0005517277,0.0001653822,0.000003751301,0.00002085494,0.002448958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7624208,"threshold_uncertainty_score":0.2614605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.228674878776589,"score_gpt":0.4781303666144799,"score_spread":0.2494554878378909,"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."}}