{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004809909,0.0006536423,0.0009750462,0.002513389,0.0002319072,0.0009004016,0.0005779736,0.001004028,0.004990751],"category_scores_gemma":[0.0007410485,0.0002314731,0.0006363131,0.0019539,0.0004680327,0.001118901,0.0005281216,0.001735406,0.002199983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003953857,"about_ca_system_score_gemma":0.0007745281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001032129,"about_ca_topic_score_gemma":0.001605477,"domain_scores_codex":[0.9998112,0.00004095382,0.00003164642,0.00003237027,0.00006844752,0.00001533739],"domain_scores_gemma":[0.9995704,0.0002629045,0.00004975981,0.00001239392,0.00008454279,0.00001989194],"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":[0.00005499443,0.00003932205,0.0001626578,0.01789333,0.00009263814,0.0001807654,0.00006583284,0.0003713263,0.001218963,0.003991935,0.02032681,0.9556013],"study_design_scores_gemma":[0.00001508617,0.0000960861,0.0009746972,0.006688084,0.0001506746,0.002579189,0.00006632537,0.0001321239,0.0005302552,0.002188765,0.9865569,0.0000217671],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009570026,0.9981937,0.0001270897,0.0001531716,0.0001904794,0.000004262455,0.00001359028,0.00000637338,0.001215574],"genre_scores_gemma":[0.0008239189,0.9980257,0.0002238851,0.0001722036,0.0001890714,0.000005262869,0.00002432559,0.000002120561,0.0005336553],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004990751,"threshold_uncertainty_score":0.01669574,"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."}}