{"id":"W4387940758","doi":"10.1016/j.jjcc.2023.10.007","title":"Dynamic changes in echocardiographic parameters in acute decompensated heart failure: REALITY-ECHO","year":2023,"lang":"en","type":"article","venue":"Journal of Cardiology","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Bayer Canada; Pfizer Japan; Novartis Pharma; Otsuka Pharmaceutical; Asahi Kasei Pharma Corporation; Japan Society for the Promotion of Science; AstraZeneca; Boehringer Ingelheim Japan; Pfizer","keywords":"Medicine; Heart failure; Cardiology; Internal medicine; Ejection fraction; Stroke volume; Hemodynamics; Natriuretic peptide; Brain natriuretic peptide; Inferior vena cava; Regurgitation (circulation); Doppler echocardiography; Blood pressure; Diastole","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0007072685,0.0003347065,0.0003661041,0.000386911,0.0001268667,0.0009885291,0.0002642051,0.0006938176,0.001506318],"category_scores_gemma":[0.002501503,0.000148359,0.0002509981,0.0002898495,0.0002015519,0.0006587587,0.0006844052,0.0004738728,0.0003786875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001256498,"about_ca_system_score_gemma":0.0001479985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001204832,"about_ca_topic_score_gemma":0.001513085,"domain_scores_codex":[0.999737,0.0001153813,0.00002795105,0.00004518095,0.00003680086,0.00003757886],"domain_scores_gemma":[0.9992334,0.0002713994,0.0001661281,0.00007566584,0.0001118677,0.000141505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004345334,0.0008104946,0.8835899,0.0003871493,0.0003259289,0.002162777,0.001520674,0.004800513,0.01327988,0.0006582875,0.004912632,0.08320647],"study_design_scores_gemma":[0.0001610359,0.00124739,0.9767557,0.0001083825,0.0002599659,0.002982433,0.00151711,0.009881011,0.002657556,0.0008004275,0.003518739,0.0001102055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940691,0.0003516075,0.001624534,0.000310703,0.00002947331,0.00003180998,0.001433245,0.00006991388,0.002079617],"genre_scores_gemma":[0.9963005,0.0002756461,0.002095419,0.0001200648,0.00005540097,0.00002874801,0.0008024549,0.00002099414,0.0003007835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001506318,"threshold_uncertainty_score":0.005039155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001425625836788,"score_gpt":0.2947701441637822,"score_spread":0.2747558879054143,"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."}}