{"id":"W4229051592","doi":"10.1016/j.jchf.2022.02.008","title":"Acute Decompensated Heart Failure in the Setting of Acute Coronary Syndrome","year":2022,"lang":"en","type":"review","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Acute coronary syndrome; Heart failure; Intensive care medicine; Guideline; Acute decompensated heart failure; Population; Internal medicine; Cardiology; Diabetes mellitus; Epidemiology; Management of heart failure; Disease; Kidney disease; Myocardial infarction","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001324078,0.001021999,0.00400252,0.0007849824,0.0002791362,0.00007119746,0.00062251,0.0005560918,0.00255798],"category_scores_gemma":[0.0000585271,0.0006988558,0.00143018,0.001871977,0.0001119014,0.0001876874,0.0004873775,0.001896426,0.0003946643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004210703,"about_ca_system_score_gemma":0.0006781127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001043275,"about_ca_topic_score_gemma":0.0001697224,"domain_scores_codex":[0.9942841,0.000957954,0.001560636,0.001040455,0.001147201,0.001009672],"domain_scores_gemma":[0.9970326,0.0006126809,0.0004266871,0.001602079,0.00007319132,0.0002527407],"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":[0.000162464,0.001499656,0.004315277,0.02045346,0.00794933,0.007036008,0.001074699,0.000002909758,0.00002677399,0.0003357109,0.890282,0.06686172],"study_design_scores_gemma":[0.001320576,0.000692403,0.001173444,0.004579495,0.005499686,0.007735154,0.0003648494,0.000004413284,0.000001777619,0.00001545211,0.9780802,0.0005325147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003612554,0.9132118,0.000008769418,0.06777615,0.0006552925,0.01335071,0.0005375596,0.0004149544,0.0004321812],"genre_scores_gemma":[0.001517746,0.9714357,0.01676673,0.002469441,0.0002417349,0.001912003,0.00352229,0.0003316361,0.001802776],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08779825,"threshold_uncertainty_score":0.9995462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03185367962745082,"score_gpt":0.3270365587362781,"score_spread":0.2951828791088272,"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."}}