{"id":"W4224316300","doi":"10.1016/j.jchf.2022.01.021","title":"Trends in HF Hospitalizations Among Young Adults in the United States From 2004 to 2018","year":2022,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"Population Health Research Institute","funders":"Canadian Institutes of Health Research; National Institute on Aging; Bayer Fund; Janssen Pharmaceuticals; Gilead Sciences; National Institutes of Health; Medtronic; Roche; Novartis; AstraZeneca; Amgen; Heart and Stroke Foundation of Canada; Pfizer; Cytokinetics; Merck; Abbott Laboratories","keywords":"Medicine; Quartile; Demography; Young adult; Household income; Population; National Health and Nutrition Examination Survey; Gerontology; Pediatrics; Confidence interval; Internal medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003261232,0.0002667486,0.0003388227,0.00189206,0.0003585436,0.0007889031,0.0004115578,0.0006482639,0.002166228],"category_scores_gemma":[0.001327774,0.00019749,0.0008555708,0.001880289,0.0001639455,0.0009420413,0.0006012932,0.0008596777,0.0003871968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008585863,"about_ca_system_score_gemma":0.0009711244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06478435,"about_ca_topic_score_gemma":0.1309035,"domain_scores_codex":[0.9996167,0.00003590128,0.00008785592,0.0000772278,0.00008087177,0.0001013731],"domain_scores_gemma":[0.998518,0.00009562058,0.0007847841,0.000023481,0.0002966263,0.00028142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007744226,0.0000375227,0.990652,0.000109344,0.0001223403,0.00006562137,0.0001172625,0.00008683011,0.0001294057,0.0000720689,0.004803018,0.003727267],"study_design_scores_gemma":[0.000005892512,0.00002919027,0.9970043,0.0000775507,0.00003973077,0.000161,0.000463271,0.0001553564,0.00004236839,0.00002023463,0.001995675,0.000005450005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9337743,0.005517417,0.0002626553,0.001357663,0.0002318542,0.00003934612,0.05322915,0.00009930308,0.005488388],"genre_scores_gemma":[0.9661056,0.003146125,0.0002705296,0.0007361433,0.0001658819,0.00006377375,0.02761198,0.00001506203,0.001884989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06478435,"threshold_uncertainty_score":0.1288145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01029312073209916,"score_gpt":0.2572578678178721,"score_spread":0.246964747085773,"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."}}