{"id":"W4416168710","doi":"10.1093/ehjci/jeaf311","title":"The importance of sex differences in valvular heart disease from an imaging point of view","year":2025,"lang":"en","type":"article","venue":"European Heart Journal - Cardiovascular Imaging","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Canadian Institutes of Health Research","keywords":"valvular heart disease; Risk stratification; Disease; Focus (optics); Heart failure","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00121004,0.0002501214,0.0007062114,0.000439958,0.0002271588,0.001058204,0.0002630336,0.0005275166,0.003315066],"category_scores_gemma":[0.002528087,0.00009363824,0.0004599099,0.0004299163,0.0006151344,0.0005164507,0.0005213577,0.0006743322,0.0004284604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002039976,"about_ca_system_score_gemma":0.0002890167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006854188,"about_ca_topic_score_gemma":0.0006946808,"domain_scores_codex":[0.9994153,0.0001809629,0.00007006126,0.0001398672,0.0001336255,0.0000602377],"domain_scores_gemma":[0.9987827,0.0008598006,0.0001432374,0.00004452834,0.000114498,0.00005525678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001376942,0.0001072302,0.1686861,0.006306874,0.001140101,0.004821796,0.00198457,0.0009024417,0.0160978,0.0230673,0.01251976,0.7629892],"study_design_scores_gemma":[0.00009323905,0.001195567,0.5989615,0.004494735,0.001369707,0.05162993,0.001855683,0.0009889912,0.006347436,0.03708935,0.2957681,0.0002058011],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.09819038,0.8680195,0.007612572,0.006645498,0.001448368,0.00003153399,0.001004229,0.00004437626,0.01700354],"genre_scores_gemma":[0.5699202,0.4145931,0.003198838,0.003243333,0.002967512,0.00004562936,0.0009619825,0.00004750652,0.005021861],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.003315066,"threshold_uncertainty_score":0.01108998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0167320690491129,"score_gpt":0.3162026557759419,"score_spread":0.299470586726829,"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."}}