{"id":"W4403226627","doi":"10.1016/j.cjca.2024.08.159","title":"OUTCOMES IN HEART FAILURE PATIENT MANAGEMENT BY PRIMARY CARE PROVIDERS COMPARED WITH CARDIOLOGISTS; A SYSTEMATIC REVIEW AND META-ANALYSIS","year":2024,"lang":"en","type":"review","venue":"Canadian Journal of Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Primary care; Heart failure; Intensive care medicine; Meta-analysis; Emergency medicine; Medical emergency; Cardiology; Internal medicine; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01119156,0.002617416,0.01621412,0.003886128,0.0007315996,0.003170545,0.001890229,0.002838711,0.003781996],"category_scores_gemma":[0.03452056,0.001876367,0.03751231,0.004482678,0.0008203787,0.001967802,0.001799595,0.003060202,0.0003036405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002438169,"about_ca_system_score_gemma":0.003124556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01162998,"about_ca_topic_score_gemma":0.03135303,"domain_scores_codex":[0.9917309,0.003531777,0.002514782,0.001120325,0.0007699106,0.0003324057],"domain_scores_gemma":[0.9816841,0.01290036,0.003617065,0.0005477218,0.0009359614,0.0003147368],"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":[0.002551984,0.00003716013,0.006229773,0.1807283,0.8031239,0.0000902804,0.0001059787,0.000235776,0.0001124734,0.00007238395,0.0004387122,0.006273397],"study_design_scores_gemma":[0.0008537649,0.0001257715,0.003365659,0.008712542,0.9860985,0.00004286989,0.00004511571,0.00007999014,0.00003406744,0.00007777681,0.0005467744,0.00001714795],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009566936,0.9886758,0.0004652651,0.000175747,0.000207504,0.0001913103,0.0004920862,0.00002404435,0.0002013529],"genre_scores_gemma":[0.3429174,0.6502093,0.002897695,0.00144691,0.0004578817,0.0008344597,0.0007144001,0.00004426233,0.0004776728],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01621412,"threshold_uncertainty_score":0.05918735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03797976914280161,"score_gpt":0.295815798433686,"score_spread":0.2578360292908844,"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."}}