{"id":"W7127571100","doi":"10.1093/eurheartj/ehaf784.1297","title":"Challenges in heart failure ESC Guidelines implementation - insights from a real world registry","year":2025,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Heart failure; Ejection fraction; Observational study; Ambulatory; Population; Retrospective cohort study; MEDLINE","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":[0.03170482,0.0001496713,0.0004256137,0.001864951,0.0008430202,0.003756358,0.001210417,0.001670537,0.002542287],"category_scores_gemma":[0.07729881,0.0002899275,0.0005209394,0.004938531,0.0008422398,0.002605596,0.002078092,0.00104505,0.0004327039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00258368,"about_ca_system_score_gemma":0.007586347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02073693,"about_ca_topic_score_gemma":0.02205086,"domain_scores_codex":[0.9715186,0.01743052,0.003700612,0.001683632,0.004221918,0.001444701],"domain_scores_gemma":[0.8827701,0.04959524,0.03863264,0.007367214,0.01470766,0.006927269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001278493,0.0002617086,0.9720626,0.00008728149,0.00007291723,0.000255359,0.001736188,0.0003364315,0.00004106741,0.001227121,0.006800408,0.0169911],"study_design_scores_gemma":[0.0001123253,0.0003065943,0.9705253,0.0004096992,0.00006795754,0.0004903159,0.01004328,0.003388475,0.0001217626,0.0009901045,0.01348551,0.00005871831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592868,0.001899189,0.001379925,0.02166356,0.0001137562,0.000244428,0.006383889,0.000061574,0.008966931],"genre_scores_gemma":[0.992733,0.0007485324,0.001628932,0.001691299,0.00009594791,0.0001627966,0.002603099,0.00002267689,0.0003135707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03170482,"threshold_uncertainty_score":0.1676731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1105167576565342,"score_gpt":0.3861568093290642,"score_spread":0.2756400516725299,"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."}}