{"id":"W4365140014","doi":"10.1016/j.jcmg.2023.02.011","title":"Patterns and Structure of Calcification in Aortic Stenosis","year":2023,"lang":"en","type":"letter","venue":"JACC. Cardiovascular imaging","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; British Heart Foundation","keywords":"Stenosis; Calcification; Cardiology; Medicine; Internal medicine; Radiology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001232084,0.0003053368,0.001018749,0.0003664176,0.00002998698,0.00003202499,0.00007306476,0.0002147424,0.00001793615],"category_scores_gemma":[0.000050513,0.0002821636,0.002408691,0.0002505008,0.00003759956,0.00006091076,0.00007627227,0.0005424088,0.000007616615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001429332,"about_ca_system_score_gemma":0.00006231743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022719,"about_ca_topic_score_gemma":0.000002319929,"domain_scores_codex":[0.9980282,0.0001046279,0.0003593982,0.0005654588,0.0006240857,0.0003182324],"domain_scores_gemma":[0.9988071,0.00005014557,0.0001054962,0.0008594845,0.0001071316,0.00007066024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001552216,0.00002284301,0.9486921,0.001568934,0.006346757,0.0009092462,0.0001063913,0.00002092751,0.00005721449,6.991825e-7,0.01761512,0.02464428],"study_design_scores_gemma":[0.001373949,0.00001303353,0.9851449,0.000580896,0.005455533,0.00003712146,0.00009503178,0.00006452676,0.00008982753,0.00002884182,0.006875845,0.0002404997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9424089,0.01608031,0.0001697817,0.03740476,0.0007994239,0.001791576,0.001003462,0.0001515535,0.0001902187],"genre_scores_gemma":[0.9846452,0.0008724096,0.00004883588,0.01204046,0.0008714686,0.00004231515,0.001295904,0.0001193658,0.00006400533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04223633,"threshold_uncertainty_score":0.999963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318699398548927,"score_gpt":0.2886502628591008,"score_spread":0.2754632688736116,"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."}}