{"id":"W4405577118","doi":"10.7759/cureus.75999","title":"Factors Associated With the Development of Heart Failure Following Acute Coronary Syndrome: A Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"Cureus","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Acute coronary syndrome; Meta-analysis; Heart failure; Cardiology; Intensive care medicine; Internal medicine; Myocardial infarction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01009695,0.002454167,0.01744209,0.006321885,0.000679747,0.003054699,0.001955435,0.002018561,0.003465732],"category_scores_gemma":[0.02509047,0.001318627,0.03448238,0.007768053,0.0005679698,0.001540505,0.001466279,0.001573219,0.0002874613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002167924,"about_ca_system_score_gemma":0.003737783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00778882,"about_ca_topic_score_gemma":0.01773374,"domain_scores_codex":[0.9933655,0.002738774,0.002218214,0.0006857394,0.0007057291,0.0002859767],"domain_scores_gemma":[0.9839348,0.01185034,0.00233477,0.0004953249,0.001192638,0.0001921104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001011294,0.00002801697,0.005692064,0.4502836,0.5331951,0.0001567648,0.0000937387,0.0004828461,0.0001646715,0.0001091505,0.0005392119,0.008243372],"study_design_scores_gemma":[0.0002731582,0.0001402648,0.004958312,0.02940331,0.9634113,0.0001004588,0.00004669721,0.0001800249,0.00008037565,0.0001255522,0.001255318,0.00002529501],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005669394,0.9923379,0.0005324166,0.0001670003,0.0001030889,0.0003247073,0.0006402301,0.00002365855,0.0002015763],"genre_scores_gemma":[0.160916,0.8325464,0.002309141,0.0007579317,0.0002341959,0.001598141,0.001263241,0.00002978869,0.0003450861],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01744209,"threshold_uncertainty_score":0.05339843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1187694731242603,"score_gpt":0.3557177376429893,"score_spread":0.236948264518729,"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."}}