{"id":"W4402434506","doi":"10.1016/j.jacadv.2024.101234","title":"AI-Enhanced Prediction of Aortic Stenosis Progression","year":2024,"lang":"en","type":"article","venue":"JACC Advances","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire de Cardiologie et de Pneumologie de Québec; Centre hospitalier de l'Université Laval","funders":"Fonds de Recherche du Québec - Santé","keywords":"Stenosis; Cardiology; Internal medicine; Medicine; Aortic valve stenosis; Aortic valve; Radiology","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":[0.00143511,0.0005561125,0.0005508591,0.000907807,0.0001204943,0.0005390558,0.0004952215,0.0004928603,0.000848185],"category_scores_gemma":[0.00321401,0.000126713,0.0004001683,0.0003331155,0.0001462831,0.0003367797,0.0004427128,0.0006527496,0.0003079197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004768257,"about_ca_system_score_gemma":0.0005009744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003983081,"about_ca_topic_score_gemma":0.004332826,"domain_scores_codex":[0.9997401,0.0001022149,0.00001960455,0.0000728282,0.00003768927,0.00002771181],"domain_scores_gemma":[0.9985723,0.0007785269,0.0002061111,0.00008788089,0.0002238248,0.000131336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001026716,0.0008450771,0.3998562,0.000141558,0.0004263994,0.0001858347,0.00009826931,0.4356261,0.003179538,0.0005305197,0.002890266,0.1551935],"study_design_scores_gemma":[0.00001912388,0.0002666079,0.03681114,0.0000163751,0.00004378098,0.00007775932,0.00001240815,0.960686,0.001013045,0.0006987598,0.0003427794,0.0000122055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645742,0.0009741685,0.03075608,0.000450831,0.00005324618,0.00004228763,0.001203571,0.0005541283,0.0013916],"genre_scores_gemma":[0.9926299,0.00009773168,0.005872312,0.00005393715,0.00002323599,0.0000161072,0.0008381974,0.000007237989,0.0004613439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003983081,"threshold_uncertainty_score":0.007919788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105700890993988,"score_gpt":0.3758232363021117,"score_spread":0.365253147202713,"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."}}