{"id":"W4281742747","doi":"10.1148/radiol.210567","title":"CT in Transcatheter-delivered Treatment of Valvular Heart Disease","year":2022,"lang":"en","type":"review","venue":"Radiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Providence Health Care","funders":"","keywords":"Medicine; Fluoroscopy; valvular heart disease; Radiology; Valve replacement; Stenosis; Tricuspid stenosis; Cardiac imaging; Aortic valve stenosis; Cardiology","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":[0.00005857915,0.0003634929,0.002682542,0.0002504044,0.00002603663,0.000002015295,0.00007270246,0.00007597131,0.000680413],"category_scores_gemma":[0.00001852246,0.000275094,0.005871693,0.0001910158,0.00006136618,0.00001172723,0.00001803874,0.0001117778,0.00003387515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005396979,"about_ca_system_score_gemma":0.0004231819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008749196,"about_ca_topic_score_gemma":9.516357e-7,"domain_scores_codex":[0.9983153,0.0003278482,0.0004866654,0.0004575384,0.000133404,0.0002791838],"domain_scores_gemma":[0.9989432,0.0001544864,0.0001240348,0.0005474284,0.00001007367,0.0002208414],"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":[0.0003728245,0.002970072,0.01074685,0.0084686,0.005467782,0.001414028,0.00008236256,0.000004770487,3.730142e-7,0.00006634346,0.0003454935,0.9700605],"study_design_scores_gemma":[0.002038094,0.001030707,0.004948195,0.0008463556,0.01150556,0.000265605,0.000007351141,0.000001204896,1.025933e-7,0.00002435145,0.9791534,0.0001790447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002758487,0.9946348,5.412386e-7,0.00003639017,0.0002065807,0.001433979,0.0006959941,0.00002082722,0.0002123809],"genre_scores_gemma":[0.00275576,0.9945368,0.00001515334,0.00004660061,0.00008480884,0.0006002244,0.001711351,0.00005155751,0.0001977309],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9788079,"threshold_uncertainty_score":0.9999701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05278510387843353,"score_gpt":0.38848035754469,"score_spread":0.3356952536662565,"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."}}