{"id":"W4402146930","doi":"10.1016/j.jacc.2024.07.023","title":"Heart Failure Risk Assessment Using Biomarkers in Patients With Atrial Fibrillation","year":2024,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"GDF15 and Related Biomarkers","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Cardiology; Heart failure; Internal medicine; Risk assessment; 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":[0.0007015938,0.0006447594,0.0009034696,0.0009696984,0.0004341572,0.001321861,0.0003445072,0.00102145,0.0008887317],"category_scores_gemma":[0.002645977,0.0002413941,0.0006691546,0.0009365384,0.000193804,0.0007131593,0.0005207252,0.001202582,0.0002445264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000337852,"about_ca_system_score_gemma":0.0004253863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00124213,"about_ca_topic_score_gemma":0.002415443,"domain_scores_codex":[0.9995279,0.0001208714,0.00009335513,0.00008633989,0.00009277424,0.00007879575],"domain_scores_gemma":[0.9990631,0.0002440924,0.0003256176,0.00004407788,0.000129054,0.0001940768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003118745,0.00008327141,0.9943767,0.00001888016,0.0001161945,0.0001166087,0.00002718876,0.00006095533,0.0001753503,0.00003574284,0.0002523516,0.004425085],"study_design_scores_gemma":[0.00006074355,0.000386089,0.9962708,0.00004620222,0.000205509,0.000627425,0.0001534815,0.001128697,0.0002194892,0.0002495621,0.0006355878,0.00001639826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991271,0.003998578,0.0004168553,0.0007010382,0.0001626308,0.00003603083,0.0005477678,0.00002015437,0.002846002],"genre_scores_gemma":[0.9972209,0.0008442242,0.0005297015,0.000288753,0.0001569505,0.00002689492,0.0005072875,0.000003180772,0.0004221284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001321861,"threshold_uncertainty_score":0.003710389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006811691357212794,"score_gpt":0.2688728399192499,"score_spread":0.2620611485620372,"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."}}