{"id":"W3082194726","doi":"10.1080/24748706.2020.1817643","title":"Mixed Aortic Valve Disease: A Diagnostic Challenge, a Prognostic Threat","year":2020,"lang":"en","type":"article","venue":"Structural Heart","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Regurgitation (circulation); Stenosis; Cardiology; Asymptomatic; Internal medicine; valvular heart disease; Radiology; Ejection fraction; Aortic valve stenosis; Magnetic resonance imaging; Disease; Heart failure","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":[0.00002240511,0.000265862,0.000421057,0.00003589792,0.0001051369,0.00002940192,0.00006060539,0.00005182485,0.0003574419],"category_scores_gemma":[0.0005755973,0.0002054463,0.001128463,0.0001836941,0.00007302205,0.00007808147,0.00006201182,0.000144521,0.0002916988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005555626,"about_ca_system_score_gemma":0.0001221586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002457813,"about_ca_topic_score_gemma":0.000001182338,"domain_scores_codex":[0.9985141,0.00004638641,0.0002246988,0.0004483867,0.000370947,0.0003955326],"domain_scores_gemma":[0.9984223,0.0001690547,0.00004009404,0.0002936628,0.00007826771,0.0009966202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003980919,0.00009043657,0.9899443,0.000362178,0.0007332886,0.0001738403,0.000202892,0.00000678534,0.00004909162,0.000280283,0.001637046,0.006121766],"study_design_scores_gemma":[0.001567726,0.0004202389,0.9944803,0.000118629,0.001692319,0.00002049018,0.000058219,0.0003307527,0.0000254149,0.0006340468,0.0004494892,0.000202385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864807,0.006264564,0.00000484892,0.005306334,0.0002683897,0.001028226,0.0001229717,0.0001855817,0.0003383988],"genre_scores_gemma":[0.9978225,0.00008218345,0.0001251743,0.001139532,0.0004461475,0.00009358405,0.000187581,0.00004157985,0.00006168949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01134184,"threshold_uncertainty_score":0.8377857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02900581020548751,"score_gpt":0.3282613297068042,"score_spread":0.2992555195013167,"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."}}