{"id":"W4410899052","doi":"10.1002/ejhf.3710","title":"Insights into the European Heart Failure Epidemiology","year":2025,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Heart failure; Epidemiology; Intensive care medicine; MEDLINE; Cardiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01503275,0.0005890777,0.0007992111,0.004969007,0.0003958577,0.004077092,0.0006336681,0.001265621,0.003854224],"category_scores_gemma":[0.02528564,0.0002596945,0.0007969068,0.00684312,0.001535751,0.004197135,0.00227612,0.001206757,0.0004039561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001675423,"about_ca_system_score_gemma":0.002737589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006466984,"about_ca_topic_score_gemma":0.003198014,"domain_scores_codex":[0.9936821,0.004201748,0.000494354,0.0005884601,0.0008192078,0.0002141191],"domain_scores_gemma":[0.986881,0.008070726,0.001723841,0.0009466935,0.001756368,0.0006213507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001172356,0.00009640176,0.2262355,0.001467675,0.0008220017,0.0004470139,0.002516969,0.003657348,0.000281987,0.2887512,0.05870832,0.4168983],"study_design_scores_gemma":[0.0000676417,0.0001075534,0.4041464,0.005534884,0.0002028921,0.001308641,0.002588649,0.003155697,0.0001656366,0.193867,0.3887724,0.00008254986],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08541449,0.4262697,0.04911605,0.3352808,0.005150457,0.0001783952,0.01001996,0.000209389,0.08836085],"genre_scores_gemma":[0.6757999,0.2281703,0.02796317,0.04349673,0.01130619,0.0003127684,0.006562128,0.0001040262,0.006284799],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01503275,"threshold_uncertainty_score":0.07950175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02388348851931116,"score_gpt":0.2925676107823483,"score_spread":0.2686841222630372,"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."}}