{"id":"W4409986498","doi":"10.1016/j.jchf.2025.02.013","title":"Risk Stratification in Acute Heart Failure","year":2025,"lang":"en","type":"editorial","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Western University","funders":"","keywords":"Medicine; Heart failure; Risk stratification; Cardiology; Internal medicine; Stratification (seeds); Intensive care medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01725733,0.005010044,0.00863785,0.005301455,0.003143274,0.01031868,0.004593626,0.02742463,0.0136486],"category_scores_gemma":[0.05830634,0.002225146,0.004773459,0.002552925,0.002646376,0.005394306,0.003013066,0.03435324,0.009954904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004845789,"about_ca_system_score_gemma":0.004913044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003440678,"about_ca_topic_score_gemma":0.01083142,"domain_scores_codex":[0.9888067,0.00354587,0.001909709,0.0008665916,0.004321902,0.0005492267],"domain_scores_gemma":[0.9463512,0.02885434,0.003100459,0.001227169,0.01522036,0.005246422],"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":[0.00007587658,0.00001701302,0.00004907101,0.0004242943,0.00009009449,0.00005064303,0.000008832247,0.00002581042,0.00002020384,0.0002800758,0.9904851,0.008472795],"study_design_scores_gemma":[0.001445535,0.0001561127,0.001631338,0.004494875,0.001173739,0.0003803975,0.00009648778,0.00094997,0.0001259449,0.005071193,0.984374,0.0001003873],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003109214,0.01441239,0.0001356964,0.05506561,0.9291309,0.00002967902,0.00007366105,0.00004892973,0.001072116],"genre_scores_gemma":[0.0002855924,0.00588691,0.0001177924,0.02599419,0.965485,0.00003021338,0.00003297659,0.00002122937,0.002146037],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02742463,"threshold_uncertainty_score":0.09126657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007471350000672718,"score_gpt":0.2842763867155323,"score_spread":0.2768050367148596,"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."}}