{"id":"W4386705477","doi":"10.1002/ejhf.3031","title":"Heart Failure Patients with Improved Ejection Fraction: Insights from the MECKI Score Database","year":2023,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"Ministero della Salute; AstraZeneca","keywords":"Ejection fraction; Medicine; Heart failure; Cardiology; Internal medicine; Clinical endpoint; Natriuretic peptide; Renal function; Heart transplantation; Transplantation; Kidney disease; Database; Clinical 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":[0.0006977252,0.0002957546,0.0007427757,0.00140252,0.0002354874,0.0006672341,0.0004964517,0.0003623805,0.001616397],"category_scores_gemma":[0.00309544,0.0001239136,0.000411448,0.001750609,0.00008990564,0.0004939806,0.000786882,0.0003287312,0.0003928868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003630951,"about_ca_system_score_gemma":0.0003150633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006097788,"about_ca_topic_score_gemma":0.007289951,"domain_scores_codex":[0.9994277,0.0001046516,0.0001195506,0.0001429511,0.0001195775,0.00008548891],"domain_scores_gemma":[0.9983536,0.0001965184,0.0009191883,0.0001406924,0.0001768708,0.0002131753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000321891,0.00002728792,0.995812,0.00003765048,0.0001292354,0.0000502164,0.00002739164,0.0000752488,0.00009803563,0.00002863008,0.001213829,0.002178567],"study_design_scores_gemma":[0.00004490866,0.00002877012,0.9989189,0.00001420647,0.00005216103,0.0001348467,0.00004296005,0.0002865278,0.00002510614,0.00002890521,0.0004183184,0.000004351068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739895,0.0004385323,0.0001334649,0.0001225526,0.000006642039,0.00004229826,0.02468321,0.00001060437,0.0005732413],"genre_scores_gemma":[0.9620144,0.0002818286,0.0002980677,0.00008359799,0.000031544,0.0001291142,0.03692769,0.0000056684,0.0002279831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006097788,"threshold_uncertainty_score":0.0121246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290832265545017,"score_gpt":0.2205689909772071,"score_spread":0.2076606683217569,"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."}}