{"id":"W2065350764","doi":"10.1016/j.jtcvs.2011.04.007","title":"Patient blood management during cardiac surgery: Do we have enough evidence for clinical practice?","year":2011,"lang":"en","type":"editorial","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Blood transfusion and management","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Toronto General Hospital","funders":"Novo Nordisk; National Institute for Health and Care Research","keywords":"Medicine; Fresh frozen plasma; Anemia; Cardiac surgery; Blood management; Platelet; Blood product; Anesthesia; Blood transfusion; Red blood cell; Intensive care medicine; Hemodynamics; Oxygen delivery; Blood loss; Surgery; Internal medicine; Oxygen","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":[0.03160316,0.004122837,0.009588351,0.004430731,0.004377698,0.01271087,0.005113125,0.04065613,0.006015026],"category_scores_gemma":[0.1215419,0.002482068,0.003502638,0.003220204,0.006601206,0.009360903,0.002169768,0.05918213,0.004805477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006031483,"about_ca_system_score_gemma":0.009878274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002596275,"about_ca_topic_score_gemma":0.009570629,"domain_scores_codex":[0.9767134,0.006872976,0.005645892,0.001644603,0.008091243,0.001031895],"domain_scores_gemma":[0.7970982,0.1268694,0.01030682,0.00286979,0.0488999,0.01395594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001342207,0.00004114247,0.0001285026,0.002288274,0.0001616569,0.0002203073,0.00004207029,0.00005883857,0.00005237649,0.0005346535,0.976391,0.01994692],"study_design_scores_gemma":[0.00061892,0.0001654294,0.001421521,0.01110425,0.001040266,0.0008353329,0.0002793405,0.0005148242,0.0002018,0.003360891,0.9803382,0.0001192766],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00005797925,0.03002223,0.0001684518,0.1375552,0.8309456,0.00002456272,0.00004251232,0.00003196262,0.001151469],"genre_scores_gemma":[0.0007692785,0.01759729,0.0003548104,0.05770811,0.922057,0.000035508,0.00002211788,0.00001912136,0.001436815],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04065613,"threshold_uncertainty_score":0.1671355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06328289079355001,"score_gpt":0.362522154431049,"score_spread":0.299239263637499,"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."}}