{"id":"W2980251138","doi":"10.1213/ane.0000000000004355","title":"Society of Cardiovascular Anesthesiologists Clinical Practice Improvement Advisory for Management of Perioperative Bleeding and Hemostasis in Cardiac Surgery Patients","year":2019,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Blood transfusion and management","field":"Medicine","cited_by":198,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Tenax Therapeutics; HemoSonics; Amgen; Society of Cardiovascular Anesthesiologists; Grifols; Covis Pharma; CSL Behring","keywords":"Medicine; Blood management; Perioperative; Cardiac surgery; Intensive care medicine; Blood conservation; Hemostasis; Blood product; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03728997,0.001015146,0.001393279,0.003392384,0.002683362,0.00483766,0.00279414,0.01008599,0.01537202],"category_scores_gemma":[0.1322125,0.0007483702,0.002229761,0.004302612,0.001656571,0.003047199,0.003526547,0.01548219,0.01041463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004243414,"about_ca_system_score_gemma":0.04723745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00874758,"about_ca_topic_score_gemma":0.01940767,"domain_scores_codex":[0.9522418,0.01740817,0.008117763,0.001598114,0.01884083,0.00179323],"domain_scores_gemma":[0.6829562,0.04714688,0.03551269,0.007243186,0.200528,0.02661295],"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":[0.00005994276,0.0003585997,0.002704776,0.0007995738,0.00005078018,0.0001099488,0.0001942801,0.0002893208,0.0002885807,0.001725457,0.8613356,0.1320831],"study_design_scores_gemma":[0.0003776028,0.0002769888,0.01259565,0.003978398,0.00009138929,0.0002897106,0.000415314,0.001263273,0.0004074124,0.003409165,0.9768103,0.00008476547],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003086965,0.01904229,0.01326064,0.7846046,0.07972999,0.005030724,0.00233552,0.001066096,0.09184318],"genre_scores_gemma":[0.06539779,0.107377,0.2217396,0.3618608,0.1181243,0.01155221,0.0149676,0.0006884351,0.09829238],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03728997,"threshold_uncertainty_score":0.1972106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02369663503470368,"score_gpt":0.2923227640981438,"score_spread":0.2686261290634401,"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."}}