{"id":"W7116439869","doi":"10.14740/cr2118","title":"Epidemiological Trends of Heart Failure Subtypes, Characteristics, and Outcomes Within Inpatient Hospitalizations","year":2025,"lang":"en","type":"article","venue":"Cardiology Research","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heart failure; Epidemiology; Intervention (counseling); MEDLINE; Coding (social sciences)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00112929,0.0001117094,0.0007413299,0.0004110912,0.00009771894,0.000006732801,0.00006420482,0.0001541102,0.00004581271],"category_scores_gemma":[0.001069625,0.00007651912,0.0001006992,0.0003848991,0.0004467483,0.00002330252,0.0001577729,0.0002550402,0.00001061933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005183245,"about_ca_system_score_gemma":0.00007873423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002346436,"about_ca_topic_score_gemma":0.000007316922,"domain_scores_codex":[0.9985651,0.0003842401,0.0003106846,0.0002857151,0.0001626952,0.0002915745],"domain_scores_gemma":[0.9989454,0.0003893386,0.00003221215,0.0003172533,0.0002182849,0.0000974855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005186261,0.00005707903,0.9343562,0.00005531419,0.000243636,0.00001921883,0.00005804569,0.000001581249,0.0001699008,0.0122629,0.05169998,0.001024321],"study_design_scores_gemma":[0.0005771048,0.0004252361,0.9267628,0.00003477168,0.00007245025,0.000008493284,0.0001436767,0.0000296569,0.00008508853,0.0002704915,0.07153811,0.00005209757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.946021,0.0003966317,0.0002332797,0.04974655,0.0001598325,0.0004908291,0.00001790045,0.00004280335,0.002891143],"genre_scores_gemma":[0.9941738,0.00007344767,0.001276308,0.0002824242,0.00003841856,0.00007100902,0.00009184084,0.000006543494,0.003986177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04946413,"threshold_uncertainty_score":0.3120359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05135556197851628,"score_gpt":0.3899955326426117,"score_spread":0.3386399706640955,"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."}}