{"id":"W2915669349","doi":"10.1016/j.athoracsur.2019.01.043","title":"Invited Commentary","year":2019,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Asymptomatic; Context (archaeology); Stenosis; Watchful waiting; Cardiology; Aortic valve stenosis; Internal medicine; valvular heart disease; Scopus; Surgery; MEDLINE","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":[0.006786264,0.001633877,0.002600541,0.001591197,0.01071119,0.01242996,0.003773887,0.1237411,0.03030833],"category_scores_gemma":[0.06196972,0.00142037,0.002586661,0.001217516,0.004375267,0.004389164,0.004654953,0.0653129,0.02131132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01125189,"about_ca_system_score_gemma":0.01494096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01699525,"about_ca_topic_score_gemma":0.02489969,"domain_scores_codex":[0.9905738,0.001993788,0.0007346125,0.001281258,0.003025508,0.002391035],"domain_scores_gemma":[0.978972,0.00932156,0.00149912,0.0006234927,0.004400895,0.005183037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001345961,0.000005043979,0.00008375144,0.00002412264,0.000006635335,0.0003551869,0.00006978042,0.00001266593,0.0000232423,0.0007879355,0.9973933,0.001225008],"study_design_scores_gemma":[0.00007494734,0.00002127446,0.000498369,0.0004362234,0.00003609168,0.0005837957,0.0004234953,0.0001275051,0.00009577167,0.004065187,0.9935827,0.00005467944],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001324106,0.001199696,0.00003530893,0.9199375,0.07326347,0.000015784,0.00006127496,0.00002162606,0.005332945],"genre_scores_gemma":[0.001102369,0.0004930483,0.00003519881,0.9478978,0.03669623,0.00003174895,0.00002544613,0.00002250832,0.01369578],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1237411,"threshold_uncertainty_score":0.1013915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.122346272015541,"score_gpt":0.4335460076362391,"score_spread":0.3111997356206981,"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."}}