{"id":"W2937704642","doi":"10.1093/eurheartj/ehz158","title":"The continuous heart failure spectrum: moving beyond an ejection fraction classification","year":2019,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":258,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; Canadian VIGOUR Centre; Université de Montréal; University of Alberta","funders":"National Institutes of Health; Agence Nationale de la Recherche; National Institute of General Medical Sciences; British Heart Foundation","keywords":"Ejection fraction; Medicine; Heart failure; Disease; Cardiology; Clinical trial; Heart failure with preserved ejection fraction; Internal medicine; Risk stratification; Randomized controlled trial","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":[0.07413873,0.0008610053,0.004048533,0.001758851,0.0004789864,0.002531625,0.001691439,0.002054763,0.001941994],"category_scores_gemma":[0.06150686,0.0002457692,0.001356312,0.00159421,0.003251143,0.004195236,0.001809432,0.005052466,0.0002946255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006805897,"about_ca_system_score_gemma":0.001233668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006600413,"about_ca_topic_score_gemma":0.000647245,"domain_scores_codex":[0.9343923,0.05560035,0.00268255,0.002657051,0.004244526,0.0004231956],"domain_scores_gemma":[0.9056384,0.07998869,0.0061234,0.00410025,0.002163374,0.001985863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.03292945,0.001505881,0.08798774,0.01117924,0.008687424,0.0001602208,0.001008925,0.004156633,0.001757523,0.08786755,0.01331997,0.7494395],"study_design_scores_gemma":[0.060908,0.05207931,0.3010456,0.02083194,0.01234368,0.0008853952,0.002319249,0.05360438,0.002057027,0.4344327,0.05891912,0.0005736644],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.322201,0.4128563,0.1327208,0.0975844,0.01063409,0.00291657,0.002637255,0.000446175,0.01800362],"genre_scores_gemma":[0.9023409,0.02467105,0.04080802,0.02364313,0.005686685,0.001491693,0.0007457863,0.00005448196,0.000558321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07413873,"threshold_uncertainty_score":0.3920878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01973403986992557,"score_gpt":0.2653947935021812,"score_spread":0.2456607536322556,"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."}}