{"id":"W4411372608","doi":"10.1002/ejhf.3691","title":"The European Heart Failure Management Resources, Treatment Reimbursement and Activities of Professional and Patient Organizations","year":2025,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Reimbursement; Medicine; Heart failure; Intensive care medicine; Medical emergency; Nursing; Internal medicine; Health care","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":[0.003817605,0.000502089,0.0004541988,0.004177706,0.0003263371,0.001207625,0.0006636815,0.0007257505,0.003066048],"category_scores_gemma":[0.006275523,0.0002381361,0.0008723701,0.005570295,0.0003679265,0.001362961,0.002062219,0.0004114247,0.0008014349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001019207,"about_ca_system_score_gemma":0.001416795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00956931,"about_ca_topic_score_gemma":0.007423986,"domain_scores_codex":[0.9960369,0.001371951,0.001040048,0.0004112452,0.0006810779,0.000458751],"domain_scores_gemma":[0.9911096,0.001322062,0.004713158,0.0003389825,0.00133656,0.00117975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001408859,0.00008739981,0.9524911,0.0004315879,0.0001672305,0.00008596401,0.000557886,0.0005566642,0.0001500785,0.000808241,0.02136009,0.02316292],"study_design_scores_gemma":[0.00002025132,0.00007882887,0.9840661,0.00017882,0.00002298768,0.0001550255,0.0004750368,0.0001999206,0.00007187184,0.0001054618,0.01461601,0.000009896123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8122414,0.004208523,0.001610346,0.001756581,0.0001123932,0.0003924595,0.1610212,0.0001127285,0.01854435],"genre_scores_gemma":[0.8623503,0.002511259,0.003779284,0.0008373164,0.0001393114,0.001006555,0.1261721,0.00003214464,0.003171624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00956931,"threshold_uncertainty_score":0.02018964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007152930968792898,"score_gpt":0.2420758260357694,"score_spread":0.2349228950669765,"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."}}