{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004042252,0.0002315096,0.0003258503,0.0002675807,0.0002784733,0.00003900747,0.00008892981,0.0001714104,0.0004258384],"category_scores_gemma":[0.00007003731,0.000174766,0.0001777114,0.0005987732,0.00007922127,0.0002771904,0.00002781954,0.0003350936,0.0005287079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001694807,"about_ca_system_score_gemma":0.0001149737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001609091,"about_ca_topic_score_gemma":0.0002337515,"domain_scores_codex":[0.9979966,0.0001575244,0.0004288532,0.0003991374,0.0006452551,0.0003726632],"domain_scores_gemma":[0.999084,0.00007758721,0.00005950128,0.0005455682,0.0001028159,0.0001305604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003602691,0.0002977528,0.6269739,0.00005382442,0.00004607936,0.00007541986,0.00129583,0.0002102623,0.002018498,0.0004105573,0.3680876,0.0004942649],"study_design_scores_gemma":[0.001188979,0.0002283248,0.5254686,0.00005662716,0.00004940188,0.0004471502,0.0004338007,0.0002575414,0.00009756975,0.00006738936,0.4715907,0.000113891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8851259,0.000137067,0.0003540344,0.1116762,0.0001557611,0.001666534,0.000005760275,0.0001908244,0.00068794],"genre_scores_gemma":[0.9935145,0.000008994965,0.003469932,0.00168916,0.0003503546,0.0001588249,0.0001436479,0.00002678161,0.000637738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.109987,"threshold_uncertainty_score":0.712675,"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."}}