{"id":"W4362603124","doi":"10.1016/j.shj.2022.100155","title":"Structural Valve Deterioration in Transcatheter Aortic Bioprostheses: Diagnosis, Pathogenesis, and Treatment","year":2023,"lang":"en","type":"review","venue":"Structural Heart","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Vancouver General Hospital","funders":"","keywords":"Medicine; Valve replacement; Stenosis; Cardiology; Heart valve; Degeneration (medical); Aortic valve stenosis; Internal medicine; Aortic valve; Hemodynamics; Intensive care medicine; Pathology","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":[0.00005398683,0.0006499667,0.001954404,0.0002754687,0.00009718868,0.00006645697,0.00005573487,0.0002600876,0.00006118019],"category_scores_gemma":[0.00001972944,0.0004245801,0.003155702,0.0003256552,0.00009707513,0.00008705832,0.0000326374,0.0001490213,0.0000502792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003890619,"about_ca_system_score_gemma":0.0001811852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002314112,"about_ca_topic_score_gemma":0.00004486883,"domain_scores_codex":[0.9978789,0.0001237318,0.0006197629,0.0006873285,0.0002492618,0.0004409861],"domain_scores_gemma":[0.9990846,0.00009976826,0.0001273188,0.0004035499,0.00003397766,0.0002507863],"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":[0.0000421394,0.0000255025,0.04350976,0.004330852,0.001188965,0.00004150331,0.0001256746,1.647352e-7,0.000002617931,0.000008644174,0.000007257385,0.9507169],"study_design_scores_gemma":[0.003068464,0.001447419,0.9189042,0.01301051,0.01801421,0.0005178245,0.00008820743,0.00002021764,0.000007415239,0.0003304862,0.04338851,0.001202527],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2946161,0.7028431,4.452857e-8,0.0000232569,0.0002163305,0.001817762,0.0004176458,0.00006098862,0.000004707448],"genre_scores_gemma":[0.09586751,0.9020519,0.00004749697,0.00002987682,0.0002020631,0.0007356852,0.0008956654,0.0001006164,0.00006915936],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9495144,"threshold_uncertainty_score":0.9998206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06324160599211061,"score_gpt":0.4060372807696297,"score_spread":0.3427956747775191,"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."}}