{"id":"W2145681479","doi":"10.1161/circheartfailure.108.768457","title":"Incident Heart Failure Prediction in the Elderly","year":2008,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":256,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"National Institute on Aging","keywords":"Medicine; Heart failure; Internal medicine; Cardiology; 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":[0.002833789,0.0004057311,0.0003416092,0.0006421373,0.0001293915,0.0005440711,0.0003659052,0.0002781723,0.0007283516],"category_scores_gemma":[0.008290124,0.0001361625,0.0004547919,0.0003338518,0.0001416123,0.0002715114,0.0005138906,0.0005324901,0.0002340108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002464691,"about_ca_system_score_gemma":0.0004926421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003424539,"about_ca_topic_score_gemma":0.003156565,"domain_scores_codex":[0.999398,0.000275473,0.0000517943,0.0000976325,0.0001273197,0.00004970987],"domain_scores_gemma":[0.9975019,0.001114894,0.0005544687,0.0001637069,0.0004772372,0.0001878628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001628349,0.00009723921,0.9832908,0.00002395315,0.00009287049,0.0000491811,0.00005875003,0.002341049,0.0000866218,0.00006734722,0.000716985,0.01301247],"study_design_scores_gemma":[0.0001288515,0.0005219883,0.9037779,0.0001034339,0.000242805,0.0004010151,0.0001599512,0.0908301,0.0006054414,0.001762294,0.001446499,0.00001973971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990788,0.000595927,0.006743043,0.0002891782,0.00003131347,0.00005800865,0.0007276509,0.00006650655,0.00070042],"genre_scores_gemma":[0.9959318,0.000227236,0.002747821,0.00005639864,0.00003579122,0.00003708437,0.0007773885,0.000004176335,0.0001823154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003424539,"threshold_uncertainty_score":0.01498663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02361354917693794,"score_gpt":0.2620301960282767,"score_spread":0.2384166468513387,"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."}}