{"id":"W4391611556","doi":"10.1002/ejhf.3156","title":"Distinguishing Heart Failure with Reduced Ejection Fraction from Heart Failure with Preserved Ejection Fraction: A Phenomics Approach","year":2024,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Cardiac Fibrosis and Remodeling","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"National Medical Research Council; National Heart Foundation of New Zealand","keywords":"Ejection fraction; Heart failure; Medicine; Cardiology; Internal medicine; Phenomics; Fraction (chemistry)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001368275,0.0005115946,0.000943389,0.0004265118,0.0004562206,0.0006545254,0.0001487995,0.000180314,0.0001270803],"category_scores_gemma":[0.000164339,0.0003700414,0.0005278614,0.0007062688,0.0001018445,0.001108585,0.00006341893,0.002318597,0.00008348803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003855218,"about_ca_system_score_gemma":0.0003130462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001042152,"about_ca_topic_score_gemma":0.00003055826,"domain_scores_codex":[0.9962509,0.0006067763,0.0009244704,0.0007424474,0.0009842812,0.0004911387],"domain_scores_gemma":[0.9978557,0.0001501329,0.000417825,0.0005395019,0.0006294542,0.0004073989],"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":[0.004573068,0.0007260411,0.06434467,0.000970076,0.002093109,0.0003906995,0.00126718,0.01545309,0.4297756,0.00003506739,0.4793411,0.001030344],"study_design_scores_gemma":[0.003912109,0.002566675,0.04346712,0.005209627,0.001325979,0.007607565,0.007239452,0.007933094,0.005000172,0.00002807326,0.9148097,0.0009004303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485144,0.001234806,0.02497491,0.02145301,0.001222652,0.0007906794,0.00002903607,0.0003623097,0.001418214],"genre_scores_gemma":[0.8700304,0.00002379948,0.1245709,0.0002544413,0.00464986,0.000005881726,0.00008314577,0.0001998065,0.0001817314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4354686,"threshold_uncertainty_score":0.9999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01861379883591372,"score_gpt":0.2463259304989549,"score_spread":0.2277121316630412,"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."}}