{"id":"W2030413548","doi":"10.1053/j.semtcvs.2010.09.010","title":"Blood Conservation in Cardiac Surgery: Let's Get Restrictive","year":2010,"lang":"en","type":"review","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Blood transfusion and management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Blood management; Blood conservation; Perioperative; Intensive care medicine; Blood transfusion; Cardiac surgery; Blood loss; Red Blood Cell Transfusion; Surgery; Red blood cell; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001616788,0.0009556349,0.002467406,0.00173685,0.0005478431,0.00208195,0.001208357,0.002607957,0.002784816],"category_scores_gemma":[0.002401757,0.0003349785,0.000781005,0.00186833,0.001638931,0.003997894,0.001050792,0.005752968,0.001181395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009322113,"about_ca_system_score_gemma":0.001752629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001696439,"about_ca_topic_score_gemma":0.003498791,"domain_scores_codex":[0.9994918,0.000132562,0.0001006578,0.00007996214,0.0001512683,0.00004364819],"domain_scores_gemma":[0.9986545,0.0008182119,0.0001603072,0.00002964893,0.0002383339,0.00009892303],"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":[0.0001022378,0.00009923227,0.0004231393,0.01778206,0.0001908013,0.0003684608,0.0001147245,0.0003045709,0.0005255498,0.004556234,0.07400107,0.901532],"study_design_scores_gemma":[0.000108249,0.0001742516,0.00290004,0.02582539,0.0004387189,0.00387028,0.0004252398,0.0002171073,0.0002358134,0.007132233,0.9586036,0.00006902935],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003373922,0.9976707,0.0000602222,0.001519046,0.0004819306,9.193724e-7,0.000002738268,0.000002276547,0.0002283725],"genre_scores_gemma":[0.0006450408,0.9957631,0.0002119629,0.001704772,0.001416091,0.000002952211,0.00000676441,0.000001270314,0.0002480933],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002784816,"threshold_uncertainty_score":0.009316146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03409320896489763,"score_gpt":0.3009407299018547,"score_spread":0.266847520936957,"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."}}