{"id":"W7117359691","doi":"10.1093/eurheartjsupp/suaf097","title":"Aetiology, prevalence, and prognosis","year":2025,"lang":"en","type":"article","venue":"European Heart Journal Supplements","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"Abbott Vascular; Boston Scientific Corporation; Edwards Lifesciences; AstraZeneca; Alnylam Pharmaceuticals; Servier; Pfizer","keywords":"Heart failure; Mitral regurgitation; Population; Regurgitation (circulation); valvular heart disease; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.000267441,0.0001129033,0.0001792665,0.0001142494,0.0001775064,0.00005042104,0.00004423199,0.00001596359,0.0005107961],"category_scores_gemma":[0.00004860425,0.00008911445,0.000290312,0.00009813618,0.00004391099,0.00005726562,0.0000802701,0.0001447085,0.00007790291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000383052,"about_ca_system_score_gemma":0.00004508547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003535809,"about_ca_topic_score_gemma":1.895794e-7,"domain_scores_codex":[0.9990668,0.0001572097,0.0002348288,0.0001765336,0.0001442181,0.0002203874],"domain_scores_gemma":[0.9995421,0.00002310103,0.00004231908,0.0001259003,0.00007128887,0.0001953122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006982522,0.0001495678,0.9522858,0.00006168959,0.000425476,0.00006918268,0.00002210167,1.300228e-7,0.00007911675,0.00003526174,0.043166,0.003635827],"study_design_scores_gemma":[0.001702401,0.0002025891,0.8922092,0.0001630831,0.0004553671,0.000147168,0.00002655563,0.000001371813,0.00004873676,0.00005200991,0.1049359,0.00005562658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835353,0.002754885,0.00001995597,0.001862501,0.000290089,0.0003804051,0.00004703013,0.00002787325,0.0110819],"genre_scores_gemma":[0.995398,0.0009024937,0.0004182615,0.001189198,0.0001418239,0.000006407271,0.00001893256,0.00001427483,0.001910621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06176995,"threshold_uncertainty_score":0.5592859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02375056029142747,"score_gpt":0.3773604389509027,"score_spread":0.3536098786594752,"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."}}