{"id":"W4392746281","doi":"10.1016/j.jchf.2024.02.020","title":"Contemporary American and European Guidelines for Heart Failure Management","year":2024,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Guideline; Medicine; Heart failure; Intensive care medicine; Health care; Clinical Practice; Canadian Cardiovascular Society; Family medicine; Cardiology; Pathology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006492816,0.0003958546,0.0005820881,0.000315186,0.0001643804,0.0001941428,0.00009381369,0.00006757838,0.0001143842],"category_scores_gemma":[0.00006177295,0.000314335,0.0002693711,0.0003971484,0.0001361998,0.0001998803,0.0001492197,0.0002121342,0.0003811499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000686415,"about_ca_system_score_gemma":0.0000749025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006033607,"about_ca_topic_score_gemma":0.00003613522,"domain_scores_codex":[0.9977759,0.00009424937,0.000521354,0.0007596702,0.0003457731,0.0005030983],"domain_scores_gemma":[0.9988411,0.00009846093,0.00004561582,0.0005048827,0.000165956,0.0003439926],"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":[0.00006076221,0.00009282526,0.002942038,0.000627041,0.0003419752,0.0001640163,0.0001130786,0.000001227743,0.0006984909,0.0009201528,0.9844097,0.009628646],"study_design_scores_gemma":[0.001314713,0.0005444539,0.004118186,0.0004857811,0.000239626,0.0001072986,0.0009674786,0.000228395,0.0002183563,0.00007101752,0.9914022,0.0003025148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03405369,0.003520527,0.002304194,0.945403,0.0005768715,0.004506673,0.00007420334,0.001352252,0.008208571],"genre_scores_gemma":[0.6511555,0.000142755,0.3140652,0.01556533,0.001506019,0.0003875319,0.000253016,0.0002148029,0.01670991],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9298377,"threshold_uncertainty_score":0.9999309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0461497502145265,"score_gpt":0.3344863975983544,"score_spread":0.2883366473838279,"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."}}