{"id":"W4385330047","doi":"10.1093/eurheartj/ehad355","title":"Great debate: all patients with asymptomatic severe aortic stenosis need valve replacement","year":2023,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; Université Laval; University of Ottawa","funders":"","keywords":"Medicine; Asymptomatic; Aortic valve replacement; Stenosis; Randomized controlled trial; Valve replacement; Cardiology; Aortic valve stenosis; Internal medicine; Aortic valve; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00376011,0.0005431491,0.002497772,0.0003497187,0.0008632928,0.001941592,0.0007391065,0.006440241,0.01292364],"category_scores_gemma":[0.01642796,0.0004839875,0.002207955,0.0005151024,0.001138925,0.002558092,0.0008456293,0.00465507,0.0009469647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007082836,"about_ca_system_score_gemma":0.001923855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001600647,"about_ca_topic_score_gemma":0.0023891,"domain_scores_codex":[0.9980172,0.001142124,0.0002385296,0.0003038485,0.0001825686,0.0001156888],"domain_scores_gemma":[0.9927899,0.004166127,0.001442835,0.0002657608,0.0002608326,0.001074557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.5754272,0.00429171,0.02526387,0.02653489,0.01435255,0.0002410234,0.0006827754,0.0006957306,0.001872006,0.007372906,0.07681845,0.2664469],"study_design_scores_gemma":[0.8100191,0.02419446,0.07196086,0.01225396,0.01710946,0.0004311891,0.0008265763,0.001193407,0.0005760271,0.01187262,0.04941439,0.0001479175],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.402174,0.2926696,0.002442828,0.2400477,0.02598209,0.001927858,0.00474342,0.0002478084,0.02976469],"genre_scores_gemma":[0.86569,0.02735202,0.002057702,0.08417618,0.01432596,0.001152027,0.001784666,0.00002972984,0.003431614],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01292364,"threshold_uncertainty_score":0.04323387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355098531452883,"score_gpt":0.306992494483473,"score_spread":0.2834415091689442,"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."}}