{"id":"W4387338257","doi":"10.1016/j.cjca.2023.06.150","title":"THE USE OF PRE-OPERATIVE NT-PROBNP/B-TYPE NATRIURETIC PEPTIDE FOR RISK STRATIFICATION IN CARDIAC SURGERY PATIENTS","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint John Regional Hospital","funders":"","keywords":"Medicine; Natriuretic peptide; Risk stratification; Cardiac surgery; Internal medicine; Cardiology; Heart failure; Brain natriuretic peptide","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":[0.0008340252,0.0003865875,0.0006307837,0.0007480262,0.0004159073,0.001275742,0.0005568877,0.0009109613,0.001228588],"category_scores_gemma":[0.005071359,0.0001718528,0.0007414635,0.0006742246,0.000264351,0.000729185,0.0003325624,0.001479007,0.0002253384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005119455,"about_ca_system_score_gemma":0.001148865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005423455,"about_ca_topic_score_gemma":0.01376836,"domain_scores_codex":[0.9993625,0.0001469136,0.0001084136,0.00008251398,0.0001975428,0.0001021752],"domain_scores_gemma":[0.9977098,0.0009284129,0.0005060017,0.0000710728,0.0002770757,0.0005077181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008687824,0.0001859486,0.9805992,0.00008008371,0.0001954878,0.000230749,0.00007642552,0.0001312905,0.0003101326,0.0001091945,0.0005435579,0.01666916],"study_design_scores_gemma":[0.0000550544,0.0004409351,0.9947764,0.0001359302,0.000306401,0.0005315376,0.0003987772,0.001875087,0.0002710681,0.0003620906,0.0008193179,0.000027408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857555,0.007132253,0.0003049564,0.001699735,0.0002491903,0.00002666683,0.000569246,0.00001119401,0.004251159],"genre_scores_gemma":[0.9968092,0.001603553,0.0004018316,0.0002999228,0.0002244066,0.00001186615,0.0003796224,0.000003617645,0.0002660846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005423455,"threshold_uncertainty_score":0.01078379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.041555355342872,"score_gpt":0.2773736754128575,"score_spread":0.2358183200699855,"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."}}