{"id":"W2979440498","doi":"10.1016/j.cjca.2019.07.617","title":"THE IMPACT OF ROTATIONAL THROMBOELASTOMETRY (ROTEM) ON IN-HOSPITAL OUTCOMES AND BLOOD PRODUCT UTILIZATION FOLLOWING CARDIAC SURGERY","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint John Regional Hospital","funders":"","keywords":"Thromboelastometry; Medicine; Blood product; Thromboelastography; Cardiac surgery; Coagulation testing; Thrombelastography; Surgery; Coagulation; Cardiology; Emergency medicine; Internal medicine; Coagulopathy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001326517,0.0003109029,0.0005104882,0.0005365753,0.0004685449,0.001618517,0.0006510138,0.001063008,0.002490098],"category_scores_gemma":[0.01303378,0.0002364458,0.001431703,0.0008855985,0.0004318064,0.0008524058,0.0007900207,0.002404727,0.000287769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001374393,"about_ca_system_score_gemma":0.001914862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01436166,"about_ca_topic_score_gemma":0.0308659,"domain_scores_codex":[0.9981078,0.0004811672,0.0002640736,0.0002243651,0.0004080304,0.0005146126],"domain_scores_gemma":[0.9906465,0.002976693,0.003818186,0.0003258822,0.000705053,0.001527687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001358227,0.0004114757,0.9873375,0.00008057675,0.0006170829,0.0001425853,0.0001080957,0.0001368738,0.0001146106,0.00009731329,0.000522159,0.009073607],"study_design_scores_gemma":[0.00002245559,0.0003955855,0.9984686,0.00005492778,0.0001818857,0.00009526933,0.0002564779,0.0001903813,0.00003607928,0.00006000099,0.0002265502,0.0000118348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942613,0.002524187,0.00006675439,0.0009155846,0.00009884052,0.00001414105,0.0004402075,0.000004062266,0.001675048],"genre_scores_gemma":[0.998041,0.0007933764,0.0001034368,0.0003025716,0.000122019,0.000007504397,0.0004064578,0.000003255271,0.0002203637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01436166,"threshold_uncertainty_score":0.02855611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02150439712509451,"score_gpt":0.2907017960280849,"score_spread":0.2691973989029904,"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."}}