{"id":"W4318718159","doi":"10.1016/j.acvd.2023.01.002","title":"Aortic stenosis progression: Still a long way to go","year":2023,"lang":"en","type":"article","venue":"Archives of cardiovascular diseases","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Edwards Lifesciences","keywords":"Medicine; Myocardial infarction; Internal medicine; Stroke (engine); Incidence (geometry); Cardiology; Cancer; Population","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":[0.00007182894,0.0002320009,0.0007391924,0.0002834488,0.00006571919,0.00001963434,0.0001242818,0.00003036291,0.00003434062],"category_scores_gemma":[0.0001774816,0.0001876802,0.005211315,0.0004995794,0.0001106244,0.0000567949,0.0001816942,0.00005856616,0.0002181335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002082974,"about_ca_system_score_gemma":0.00008184135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001975979,"about_ca_topic_score_gemma":2.433204e-7,"domain_scores_codex":[0.9980354,0.00009464689,0.0002649182,0.0004626544,0.0007468706,0.0003955412],"domain_scores_gemma":[0.9981936,0.0001210909,0.00004600534,0.0009344224,0.00006380277,0.0006411161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005130473,0.0004775163,0.6129718,0.0005684096,0.01466116,0.0003935569,0.0002457101,0.0005808669,0.00006932146,0.00003500921,0.0007497591,0.3687338],"study_design_scores_gemma":[0.001630849,0.0002409874,0.9873143,0.0004414729,0.006743283,0.000005510097,0.0000884194,0.00007016146,0.0002915056,0.0001288652,0.002859788,0.000184822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812881,0.01462005,0.0002316608,0.00015634,0.0001511485,0.001095401,0.0002769864,0.0002399767,0.001940346],"genre_scores_gemma":[0.997604,0.001145322,0.0002125415,0.00006709535,0.0001555861,0.0002417217,0.0002329996,0.00004995456,0.000290774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3743425,"threshold_uncertainty_score":0.7653376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235233119302397,"score_gpt":0.3100444636573058,"score_spread":0.2976921324642818,"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."}}