{"id":"W4377824561","doi":"10.1002/ejhf.2918","title":"Acute Heart Failure and Valvular Heart Disease: A Scientific Statement of the Heart Failure Association, the Association for Acute CardioVascular Care and the European Association of Percutaneous Cardiovascular Interventions of the European Society of Cardiology","year":2023,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Heart failure; valvular heart disease; Cardiogenic shock; Internal medicine; Cardiology; Observational study; Intensive care medicine; Randomized controlled trial; Myocardial infarction","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":[0.01964444,0.001385162,0.002941495,0.002009582,0.002511581,0.00705727,0.003043183,0.01573597,0.005060752],"category_scores_gemma":[0.03088708,0.0006748241,0.002178028,0.002421519,0.005552041,0.004377928,0.004461597,0.02732775,0.006183228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001894006,"about_ca_system_score_gemma":0.01479643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003662208,"about_ca_topic_score_gemma":0.005151428,"domain_scores_codex":[0.9894142,0.002497565,0.002262743,0.0009103048,0.00416627,0.0007489137],"domain_scores_gemma":[0.9285169,0.02253528,0.00785152,0.002221701,0.02950419,0.009370445],"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":[0.0001205381,0.0001184637,0.001057399,0.001637157,0.00007181781,0.0001994133,0.0001635937,0.00009398304,0.0004020341,0.005785607,0.8738524,0.1164976],"study_design_scores_gemma":[0.00009767985,0.00009726934,0.003155075,0.006894313,0.0001036452,0.0005924656,0.0002675529,0.0002241957,0.0001785776,0.00654311,0.9817915,0.00005453506],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0005806554,0.1626812,0.001215227,0.6261796,0.2017504,0.0001335185,0.0003588717,0.00006622836,0.007034248],"genre_scores_gemma":[0.009343002,0.3108284,0.007188802,0.278944,0.3743397,0.0006092899,0.001865777,0.0001723416,0.01670868],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01964444,"threshold_uncertainty_score":0.103891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01087531692700189,"score_gpt":0.2750319401146032,"score_spread":0.2641566231876013,"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."}}