{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0008423439,0.0008994315,0.001649933,0.0009109505,0.0002181057,0.0001904315,0.0002949452,0.002000814,0.00059162],"category_scores_gemma":[0.0008471643,0.0008180343,0.000543894,0.0009813284,0.00009673792,0.0002596096,0.0001773719,0.002657935,0.0008739617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006234281,"about_ca_system_score_gemma":0.001407455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000771614,"about_ca_topic_score_gemma":0.002807665,"domain_scores_codex":[0.9949117,0.0003282846,0.001061234,0.001408213,0.001345958,0.0009446541],"domain_scores_gemma":[0.9967257,0.0007131635,0.000253716,0.001557694,0.0003885243,0.0003611459],"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":[0.0001666444,0.0003740571,0.00345145,0.0004399935,0.0004884414,0.00008522472,0.0001157198,0.000004350024,0.0002245141,0.00008744122,0.993967,0.000595163],"study_design_scores_gemma":[0.002953239,0.0004004466,0.001841165,0.0008764902,0.001060359,0.000009737532,0.0001689035,0.00002982975,0.000205282,0.0001028983,0.9917823,0.0005693148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.003029745,0.00102157,0.00020556,0.2455308,0.7371978,0.008252144,0.001151489,0.001088348,0.002522549],"genre_scores_gemma":[0.006749754,0.0009414039,0.07544579,0.001486949,0.843568,0.001775153,0.01214013,0.0003813877,0.0575114],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2440439,"threshold_uncertainty_score":0.999904,"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."}}