{"id":"W2508365394","doi":"10.1002/ejhf.625","title":"August 2016 at a Glance: The New Esc Guidelines, and Pathophysiology, Epidemiology and Prognosis of Heart Failure","year":2016,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Heart failure; Cardiac resynchronization therapy; Decompensation; Internal medicine; Cardiology; Ejection fraction; Intensive care 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":[0.003907077,0.001029613,0.001293988,0.002664018,0.0007325148,0.004190601,0.001381493,0.004490782,0.02344784],"category_scores_gemma":[0.02549826,0.0004918827,0.001537553,0.001974475,0.001241664,0.003649997,0.00210243,0.007664177,0.01573816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001799317,"about_ca_system_score_gemma":0.004094643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006985328,"about_ca_topic_score_gemma":0.01616248,"domain_scores_codex":[0.9964457,0.001095853,0.0006472979,0.0002402979,0.001334733,0.0002361946],"domain_scores_gemma":[0.9894805,0.001945269,0.0009633543,0.0003676063,0.00589525,0.00134796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001025377,0.000008923135,0.0002328223,0.0001218548,0.000008782684,0.00001982102,0.00001596496,0.00002377651,0.00001511486,0.0004575205,0.9731848,0.02590035],"study_design_scores_gemma":[0.00001942593,0.00001234137,0.001075112,0.001983853,0.00001999759,0.0001688558,0.00004903938,0.00005200652,0.00001572363,0.001293878,0.9952962,0.00001360252],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0004675974,0.141028,0.001565557,0.5065754,0.3206557,0.00008195324,0.00257727,0.000343761,0.02670472],"genre_scores_gemma":[0.005593061,0.1463045,0.003846193,0.2637963,0.521275,0.0002385757,0.005493896,0.0004471213,0.05300539],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02344784,"threshold_uncertainty_score":0.07844085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03524105096226159,"score_gpt":0.2938348481803494,"score_spread":0.2585937972180878,"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."}}