{"id":"W2231563737","doi":"10.5603/cj.2015.0083","title":"Aortic stenosis evaluation: Novel tools to define the complexity","year":2015,"lang":"en","type":"letter","venue":"Cardiology Journal","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital","funders":"","keywords":"Medicine; Cardiology; Preload; Internal medicine; Ejection fraction; Coronary artery disease; Stenosis; Population; valvular heart disease; Diastole; Ventricle; Aortic valve replacement; Blood pressure; Hemodynamics; Heart failure","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":[0.002410094,0.001236436,0.0009217287,0.004377957,0.0003628297,0.002252431,0.0008747718,0.0009613585,0.002055752],"category_scores_gemma":[0.00600402,0.000289728,0.00037007,0.00117801,0.0007579633,0.002718627,0.001770276,0.001408918,0.001094105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004147921,"about_ca_system_score_gemma":0.0006981508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006378888,"about_ca_topic_score_gemma":0.001007961,"domain_scores_codex":[0.998859,0.0003518383,0.0001254189,0.0001766429,0.0003973006,0.00008973391],"domain_scores_gemma":[0.9978721,0.0007137991,0.0003900576,0.00010271,0.0006495902,0.0002717132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007918866,0.0004509395,0.4891659,0.0007735104,0.0001729187,0.002025237,0.0009054511,0.00128487,0.01049237,0.004276895,0.01764215,0.4720178],"study_design_scores_gemma":[0.0003329845,0.003366711,0.7673449,0.003568432,0.0006480417,0.05362501,0.003387694,0.053354,0.007485099,0.02503237,0.08149163,0.0003631972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"editorial","genre_scores_codex":[0.5805537,0.119583,0.2091307,0.01621289,0.002813807,0.001668792,0.002612336,0.002483697,0.06494109],"genre_scores_gemma":[0.8055434,0.02691915,0.1556523,0.002414415,0.003614859,0.0007494235,0.001067434,0.0001534379,0.003885482],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.004377957,"threshold_uncertainty_score":0.01274598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1955971048112613,"score_gpt":0.4037950956218685,"score_spread":0.2081979908106072,"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."}}