{"id":"W4410077410","doi":"10.1161/circimaging.125.018290","title":"Aortic Stenosis and Mitral Regurgitation: Partners in Crime","year":2025,"lang":"en","type":"letter","venue":"Circulation Cardiovascular Imaging","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Stenosis; Cardiology; Internal medicine; Mitral regurgitation; Regurgitation (circulation)","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"],"consensus_categories":[],"category_scores_codex":[0.0002108188,0.0003310001,0.0008478319,0.000454701,0.00007697182,0.00009240443,0.0000505937,0.0002164611,0.00001967985],"category_scores_gemma":[0.00009179643,0.000354517,0.003572493,0.0003313195,0.00006975129,0.000138131,0.00004031772,0.0004939799,0.00001314091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003144915,"about_ca_system_score_gemma":0.0001777237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001155757,"about_ca_topic_score_gemma":1.459886e-7,"domain_scores_codex":[0.9978447,0.0001487988,0.0003781496,0.0006849042,0.0005909577,0.0003524731],"domain_scores_gemma":[0.9989073,0.00007261216,0.00007733477,0.0006894621,0.0001642533,0.00008908658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002773891,0.00004308331,0.8462617,0.001224457,0.01035422,0.001306581,0.0001203259,0.0002750318,0.000004870372,0.00001532106,0.111274,0.02909265],"study_design_scores_gemma":[0.00233521,0.000006048094,0.9168832,0.0005804357,0.007774453,0.00004717999,0.0000576186,0.0003934363,0.000003280958,0.0001020269,0.07150095,0.0003161116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1605555,0.1912339,0.003456329,0.588603,0.003838561,0.008695018,0.0003182667,0.0008605797,0.04243883],"genre_scores_gemma":[0.885528,0.0003459553,0.0001374407,0.1108824,0.00107448,0.0001564139,0.001498796,0.00007317548,0.0003033947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7249724,"threshold_uncertainty_score":0.9998907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800481794530127,"score_gpt":0.3186950493714622,"score_spread":0.3006902314261609,"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."}}