{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007947061,0.0001609166,0.0003251403,0.001095893,0.0002734778,0.0004279785,0.0003087375,0.0002234055,0.0008494747],"category_scores_gemma":[0.00260196,0.0001551341,0.0005131324,0.001482885,0.0001287494,0.0003696939,0.0004320361,0.0003251105,0.0001740675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004135023,"about_ca_system_score_gemma":0.0005499094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01080262,"about_ca_topic_score_gemma":0.01391887,"domain_scores_codex":[0.9992093,0.0001677247,0.0001427622,0.0001752795,0.0001485317,0.0001563684],"domain_scores_gemma":[0.9971671,0.0002658597,0.001574014,0.0001984056,0.0005027968,0.0002918978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001719768,0.000009577787,0.9995525,0.000005307811,0.00002176632,0.000007112735,0.00001102605,0.0000158124,0.00003356294,0.000006428909,0.00005973098,0.0002598585],"study_design_scores_gemma":[0.000001078591,0.00001400648,0.9997993,0.000002317,0.000006712529,0.00003401145,0.00003873189,0.00004222884,0.00001070098,0.000003686408,0.00004655102,6.791061e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956707,0.0001300451,0.0001130057,0.00003516309,0.000006314009,0.00001204984,0.003492515,0.000005396565,0.0005348098],"genre_scores_gemma":[0.9959959,0.00007123819,0.00008619155,0.00002591553,0.00001319596,0.00002299271,0.003684506,0.000002150714,0.0000979697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01080262,"threshold_uncertainty_score":0.02147949,"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."}}