{"id":"W4310962987","doi":"10.1001/jamacardio.2022.4427","title":"Associations Between New York Heart Association Classification, Objective Measures, and Long-term Prognosis in Mild Heart Failure","year":2022,"lang":"en","type":"article","venue":"JAMA Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Heart failure; Valsartan; Internal medicine; Cardiology; Randomization; Asymptomatic; Logistic regression; Proportional hazards model; Natriuretic peptide; Randomized controlled trial; Blood pressure","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":[0.003774303,0.0003021928,0.0004550864,0.0002983931,0.000261019,0.0003944694,0.0003080554,0.0004076017,0.001404286],"category_scores_gemma":[0.005514794,0.0001337958,0.0004502205,0.0002917133,0.0003038928,0.0003485817,0.0003579362,0.0005146401,0.00009996128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001871655,"about_ca_system_score_gemma":0.0003094418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001110274,"about_ca_topic_score_gemma":0.002100747,"domain_scores_codex":[0.9989064,0.0006636028,0.00007310977,0.0001230561,0.0001338888,0.00009998736],"domain_scores_gemma":[0.9957641,0.001632881,0.00142994,0.0003390623,0.0002003704,0.0006335648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007347732,0.0003923764,0.9846264,0.00006307048,0.0005756823,0.00001859443,0.00001949562,0.0002288853,0.0002323071,0.00003755444,0.0002752237,0.006182694],"study_design_scores_gemma":[0.0004359898,0.001618903,0.9965761,0.00001373241,0.0001844631,0.00003598031,0.00001783543,0.0008117031,0.00005662555,0.00007848846,0.0001632957,0.000006856179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984995,0.0006596572,0.000188256,0.00007764108,0.00001870584,0.00002550009,0.0002953201,0.000003157804,0.0002322152],"genre_scores_gemma":[0.9990363,0.0001024321,0.0001662164,0.0000370109,0.00003961586,0.00002699347,0.0004350693,0.000001438336,0.0001548598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003774303,"threshold_uncertainty_score":0.01996064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04492864283080483,"score_gpt":0.2868663954391175,"score_spread":0.2419377526083127,"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."}}