{"id":"W2092141835","doi":"10.1007/s10741-012-9299-x","title":"Prevention of heart failure in the elderly: when, where and how to begin?","year":2012,"lang":"en","type":"review","venue":"Heart Failure Reviews","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Heart failure; Population ageing; Gerontology; Healthcare system; Population; Primary prevention; Developed country; Intensive care medicine; Health care; Environmental health; Disease; Internal medicine; Economic growth","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002441264,0.0008280825,0.004274811,0.0004561362,0.00009081545,0.00008270614,0.0002532492,0.000438288,0.0003304892],"category_scores_gemma":[0.0001338795,0.0004844322,0.001058018,0.0007844819,0.00007913413,0.0002116315,0.00015975,0.000713373,0.0004561555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263681,"about_ca_system_score_gemma":0.0001766679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004062481,"about_ca_topic_score_gemma":0.0009251782,"domain_scores_codex":[0.9956845,0.001211336,0.001128723,0.0007320686,0.0005477871,0.0006955806],"domain_scores_gemma":[0.9976779,0.0001912818,0.000393397,0.001329656,0.00007599345,0.000331812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005229754,0.0001810727,0.0001632214,0.03427338,0.00009943258,0.000006579282,0.0001786481,9.429043e-9,0.000002022076,0.000109753,0.4431698,0.5218108],"study_design_scores_gemma":[0.0004459202,0.0006148332,0.00004025152,0.03705721,0.002397828,0.0002339,0.0001142967,1.337432e-7,6.992282e-7,0.00001466329,0.9587199,0.0003603654],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001164593,0.9295883,0.00004154496,0.05983891,0.0001137388,0.01022776,0.00001209867,0.00003971018,0.0001263297],"genre_scores_gemma":[0.00002087073,0.9705297,0.02458099,0.0004892942,0.0004332332,0.001407997,0.00011774,0.00008355424,0.002336565],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5214505,"threshold_uncertainty_score":0.9997607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07216801804891175,"score_gpt":0.3493222329493536,"score_spread":0.2771542149004418,"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."}}