{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000315909,0.0001837144,0.000262456,0.0007989273,0.0001669189,0.00003986255,0.0001467283,0.00005348998,0.001482891],"category_scores_gemma":[0.00004643843,0.0001431304,0.000078228,0.002269936,0.00002985625,0.00009626754,0.0001140496,0.0002967764,0.00006913515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002631367,"about_ca_system_score_gemma":0.000044158,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02169793,"about_ca_topic_score_gemma":0.01785887,"domain_scores_codex":[0.9983608,0.0001958179,0.0003088055,0.000349252,0.0004129095,0.0003724422],"domain_scores_gemma":[0.9992781,0.00007629138,0.00003485563,0.0004395554,0.00003042947,0.0001407809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007701389,0.0004184794,0.4033772,0.000009539481,0.00003092103,0.0001332992,0.008046058,0.001058625,0.00001592289,0.00008444241,0.586369,0.0003795108],"study_design_scores_gemma":[0.001667651,0.0002932315,0.4288558,0.00004870936,0.00003324544,0.000006002607,0.008249327,0.000649116,0.000007950665,0.0000454425,0.5600117,0.0001318689],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8773754,0.00008094394,0.00003804198,0.1210218,0.000123251,0.0008569715,0.00006905206,0.00007007564,0.000364521],"genre_scores_gemma":[0.9893209,0.00001163638,0.00148284,0.004673006,0.00009065035,0.0005259761,0.001990414,0.000028212,0.001876302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1163488,"threshold_uncertainty_score":0.9994299,"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."}}