{"id":"W4225381925","doi":"10.1007/s13239-022-00627-1","title":"Redo Transcatheter Aortic Valve Implantation with the ALLEGRA Transcatheter Heart Valve: Insights from Bench Testing","year":2022,"lang":"en","type":"article","venue":"Cardiovascular Engineering and Technology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Providence Health Care; Centre for Social Innovation; St. Paul's Hospital","funders":"","keywords":"Heart valve; Aortic valve; Cardiology; Medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00008800823,0.0002111806,0.0004162558,0.0001738525,0.0001940372,0.00001742806,0.00008268845,0.00008070702,0.000009051382],"category_scores_gemma":[0.00001498538,0.0001496588,0.001978886,0.0004128866,0.00005678813,0.00003481194,0.00003485402,0.0003098915,0.000002556295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005169758,"about_ca_system_score_gemma":0.00003022856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005920311,"about_ca_topic_score_gemma":6.48323e-7,"domain_scores_codex":[0.998923,0.00003446362,0.0001421963,0.0003738809,0.0002815864,0.0002448942],"domain_scores_gemma":[0.9992866,0.00005765913,0.00002281929,0.0005104533,0.00004858347,0.00007387936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"observational","study_design_scores_codex":[0.0008796004,0.00175974,0.2616091,0.00109759,0.3034262,0.0007704708,0.008359022,0.07725208,0.05276532,0.002101577,0.000571517,0.2894078],"study_design_scores_gemma":[0.01614568,0.003096306,0.8593643,0.0003785577,0.05278895,0.005380517,0.003096503,0.007071188,0.004428646,0.000904079,0.04528327,0.002061988],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745013,0.02284433,0.001439833,0.0003443207,0.00009687373,0.0004222763,0.00003605985,0.0002574691,0.00005758864],"genre_scores_gemma":[0.9988281,0.00007660472,0.0005590136,0.0000673404,0.00005676489,0.000289175,0.00006921138,0.00004552241,0.000008290846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5977553,"threshold_uncertainty_score":0.610291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006910832175205397,"score_gpt":0.2184382347337645,"score_spread":0.2115274025585591,"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."}}