{"id":"W2323315676","doi":"10.1213/ane.0000000000000370","title":"The Growing Burden of Perioperative Heart Failure","year":2014,"lang":"en","type":"letter","venue":"Anesthesia & Analgesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; St. Michael's Hospital; University of Toronto","funders":"","keywords":"Medicine; Heart failure; Comorbidity; Perioperative; Framingham Heart Study; Cohort; Intensive care medicine; Disease; Mortality rate; Internal medicine; Emergency medicine; Framingham Risk Score; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009835524,0.0003948347,0.0006978668,0.000821894,0.0006633495,0.001582186,0.0005967154,0.0009003026,0.02966074],"category_scores_gemma":[0.004961847,0.0001430544,0.0005015305,0.001149665,0.0003497285,0.001021183,0.00122547,0.001696936,0.004805803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007796197,"about_ca_system_score_gemma":0.002179073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00321037,"about_ca_topic_score_gemma":0.00404827,"domain_scores_codex":[0.9989929,0.0002617582,0.000126418,0.0001056693,0.0003884982,0.0001247999],"domain_scores_gemma":[0.9974063,0.0004609,0.0004460831,0.00007612487,0.0007884423,0.0008221283],"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":[0.0002066855,0.0001195102,0.04519216,0.002638423,0.0002162207,0.001244179,0.0003779118,0.000255704,0.000536948,0.005322985,0.341044,0.6028452],"study_design_scores_gemma":[0.000118411,0.000492027,0.1490864,0.01029618,0.0003677333,0.009657394,0.001608032,0.0006752542,0.0002907436,0.01072393,0.8165748,0.0001090946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.05873527,0.6660745,0.006928158,0.1198415,0.01735986,0.0002246004,0.008854425,0.0005154662,0.1214663],"genre_scores_gemma":[0.2554138,0.6409773,0.005070982,0.02765,0.04890502,0.0002739754,0.007577689,0.0001650313,0.01396622],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02966074,"threshold_uncertainty_score":0.09922504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110375620133694,"score_gpt":0.2476732943892227,"score_spread":0.2365695381878857,"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."}}