{"id":"W4416422939","doi":"10.1016/j.shj.2025.100765","title":"Cardiac Damage in Aortic Regurgitation: Refining Risk Beyond Valve Severity","year":2025,"lang":"en","type":"article","venue":"Structural Heart","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Montreal Heart Institute","funders":"","keywords":"Aortic valve; Refining (metallurgy); Blood pressure; Hemodynamics; Diabetes mellitus","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":[0.003822789,0.001454949,0.001649939,0.001787646,0.0006646373,0.002239547,0.001003698,0.001073214,0.002386807],"category_scores_gemma":[0.008200605,0.0003734149,0.001265126,0.000941103,0.000772398,0.002315433,0.001385128,0.002670677,0.0004196985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004365763,"about_ca_system_score_gemma":0.0009551561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003020741,"about_ca_topic_score_gemma":0.00977567,"domain_scores_codex":[0.9985775,0.0005529154,0.0002210316,0.0002583979,0.0002911606,0.00009893956],"domain_scores_gemma":[0.9956121,0.001441307,0.001236394,0.0004172861,0.0008298911,0.000462986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009646683,0.0003220239,0.8810924,0.0009396282,0.001179931,0.0003411938,0.0004399558,0.001360293,0.001301835,0.002834509,0.002046383,0.1071771],"study_design_scores_gemma":[0.00006466028,0.001455532,0.9718099,0.00139071,0.001729301,0.001361838,0.0007022902,0.004810665,0.0007602705,0.009465411,0.006336546,0.0001128594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8027124,0.1168555,0.02532257,0.0149312,0.001665702,0.0003160524,0.001832,0.000267824,0.03609679],"genre_scores_gemma":[0.9755359,0.01100726,0.009053252,0.0007873064,0.001196364,0.00003343582,0.0004810985,0.00002429155,0.001880905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003822789,"threshold_uncertainty_score":0.02021706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007074444826624754,"score_gpt":0.3435998790352879,"score_spread":0.3365254342086632,"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."}}