{"id":"W4281388258","doi":"10.1136/heartjnl-2021-320501","title":"Mixed aortic stenosis and regurgitation: a clinical conundrum","year":2022,"lang":"en","type":"review","venue":"Heart","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Cardiology; Internal medicine; Regurgitation (circulation); Stenosis; Concomitant; Aortic valve stenosis; Population; Aortic valve; Lesion; Radiology; 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":[0.005373256,0.001002098,0.002462842,0.003006548,0.001795679,0.005192683,0.002461016,0.006134003,0.003317476],"category_scores_gemma":[0.01451435,0.0005971034,0.0006825777,0.001769077,0.006206937,0.009381005,0.003315833,0.008083687,0.001676582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00133103,"about_ca_system_score_gemma":0.001755529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008438323,"about_ca_topic_score_gemma":0.00174423,"domain_scores_codex":[0.9965987,0.0008089815,0.0007476892,0.0007141003,0.0008115717,0.0003191044],"domain_scores_gemma":[0.9873396,0.005941667,0.00142556,0.0006524406,0.002215334,0.002425341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001110957,0.0004582945,0.1327315,0.003580059,0.0003928807,0.09077974,0.004183759,0.0004747546,0.002983475,0.05291966,0.1719342,0.5384508],"study_design_scores_gemma":[0.0003193565,0.0005302764,0.06593521,0.01296914,0.0003394402,0.5763688,0.01165388,0.002321651,0.0004789204,0.1246531,0.2040718,0.0003584071],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.05369378,0.4535778,0.004374139,0.4574098,0.01286796,0.0001014073,0.0002702959,0.000157513,0.01754734],"genre_scores_gemma":[0.4928693,0.2477971,0.0090248,0.1039152,0.1412696,0.0001854314,0.0005530635,0.0001334066,0.004252159],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006134003,"threshold_uncertainty_score":0.02841681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1785096788655462,"score_gpt":0.4844562518805915,"score_spread":0.3059465730150453,"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."}}