{"id":"W4225335183","doi":"10.36660/abchf.20220001","title":"New Universal Definition of Heart Failure: A New Vision for Treatment","year":2022,"lang":"en","type":"article","venue":"ABC Heart Failure & Cardiomyopathy","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heart failure; Standardization; Simple (philosophy); Medicine; Political science; Cardiology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.09268569,0.002552036,0.004640311,0.008292281,0.006559807,0.01334854,0.005837187,0.009800608,0.003289404],"category_scores_gemma":[0.06834377,0.0009148769,0.003109048,0.004488962,0.02197732,0.02883746,0.01319023,0.03309243,0.001896739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01424004,"about_ca_system_score_gemma":0.03747813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01016841,"about_ca_topic_score_gemma":0.005746842,"domain_scores_codex":[0.9526287,0.02513858,0.006601139,0.002990038,0.009984085,0.002657482],"domain_scores_gemma":[0.9289932,0.02458693,0.004230881,0.005278166,0.02638049,0.01053029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001523659,0.0002525826,0.002607032,0.001279616,0.00006465049,0.0001547367,0.004042608,0.0006519808,0.0004396231,0.6032674,0.2420501,0.1450373],"study_design_scores_gemma":[0.00009506562,0.000359631,0.002602928,0.005286082,0.00007378934,0.0005635302,0.003811671,0.001342159,0.0001900044,0.4147594,0.5707451,0.0001706522],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.002516569,0.1065004,0.0540948,0.7693073,0.04530161,0.0002071381,0.0004588685,0.0003943107,0.02121902],"genre_scores_gemma":[0.1436191,0.1297134,0.1946243,0.4078383,0.1050478,0.002881248,0.003574888,0.001003286,0.01169787],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.09268569,"threshold_uncertainty_score":0.4901747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01874673065402976,"score_gpt":0.2638987460173408,"score_spread":0.245152015363311,"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."}}