{"id":"W2971726295","doi":"10.1016/j.jcmg.2019.01.045","title":"Why and How to Measure Aortic Valve Calcification in Patients With Aortic Stenosis","year":2019,"lang":"en","type":"review","venue":"JACC. Cardiovascular imaging","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":265,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; McMaster University; Université Laval; Hamilton General Hospital","funders":"","keywords":"Stenosis; Medicine; Calcification; Cardiology; Radiology; Internal medicine; Aortic valve stenosis; Aortic valve; Doppler echocardiography; Blood pressure","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000347288,0.000608572,0.002788137,0.0004545825,0.00006162155,0.0001287786,0.0001145239,0.0001324577,0.000006377286],"category_scores_gemma":[0.0001157626,0.0004606995,0.005055658,0.0006004744,0.00003625821,0.0001586969,0.00009845219,0.0002926688,0.00004301857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00049037,"about_ca_system_score_gemma":0.0001916541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001105049,"about_ca_topic_score_gemma":8.508575e-7,"domain_scores_codex":[0.9969152,0.0002453969,0.0003762717,0.0009943253,0.0009925137,0.0004762701],"domain_scores_gemma":[0.9978327,0.00005039454,0.0001603539,0.001359546,0.0002689599,0.000328057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002757344,0.0001102211,0.2012607,0.006330056,0.00957896,0.00001995485,0.0000357403,0.000003950243,3.495459e-8,7.566686e-7,0.0002201832,0.7824119],"study_design_scores_gemma":[0.004144749,0.0001158438,0.6299477,0.01792611,0.06916543,0.00002214302,0.00006701396,0.00001158908,3.142849e-7,0.000001383324,0.2777478,0.0008499451],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003899853,0.9914204,0.0001913715,0.00008197053,0.0001860286,0.003961867,0.00006940913,0.00005103672,0.0001380098],"genre_scores_gemma":[0.04856191,0.9493688,0.0002010604,0.0002330453,0.0001684476,0.0005721574,0.0006255228,0.000225915,0.00004318168],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7815619,"threshold_uncertainty_score":0.9997845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02467276641140629,"score_gpt":0.3031659494687865,"score_spread":0.2784931830573802,"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."}}