{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004664884,0.00009929898,0.0005802604,0.0002667125,0.00003315199,0.000004473754,0.00007116125,0.00006289012,0.00000375337],"category_scores_gemma":[0.00007999661,0.00005263364,0.0003951319,0.0006480196,0.0002584214,0.00005172813,0.00002849799,0.0002818685,4.031893e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001830113,"about_ca_system_score_gemma":0.000404403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002278343,"about_ca_topic_score_gemma":0.000002444641,"domain_scores_codex":[0.9987493,0.0003172616,0.0004026272,0.0001071006,0.0002842978,0.0001394617],"domain_scores_gemma":[0.9990901,0.0001395503,0.0004186908,0.0001408877,0.0001572119,0.00005353449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001848436,0.000007202068,0.9890022,0.00002198374,0.001661974,0.00006349071,0.00001194053,0.003799098,0.0008432945,0.000005726705,0.002150021,0.0005846281],"study_design_scores_gemma":[0.002295135,0.001588412,0.9876471,0.0003143854,0.0007006473,0.0006748688,0.0002401294,0.0008331529,0.00003892317,0.00002969477,0.005562922,0.0000746434],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967943,0.0003474095,0.0001050806,0.001823212,0.0005555121,0.0002182429,0.00003017462,0.00000444294,0.0001216328],"genre_scores_gemma":[0.9969745,0.00004701697,0.002634236,0.00002730161,0.000294349,1.44127e-7,0.000001205054,0.00001258012,0.000008711552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003412901,"threshold_uncertainty_score":0.2146338,"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."}}