{"id":"W3208752287","doi":"10.1016/j.jcin.2021.09.005","title":"Is it Time for Bespoke TAVR?","year":2021,"lang":"en","type":"letter","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Innovation Council; St. Paul's Hospital","funders":"Edwards Lifesciences; Abbott Laboratories","keywords":"Bespoke; Computer science; Medicine; Business","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":[0.003300597,0.0009305497,0.001814785,0.001121111,0.005657129,0.006166203,0.001313422,0.06568594,0.01961363],"category_scores_gemma":[0.03119408,0.0008006082,0.002034098,0.0009111072,0.002792737,0.004915229,0.002254449,0.05033164,0.01277891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005608404,"about_ca_system_score_gemma":0.008304523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006537419,"about_ca_topic_score_gemma":0.01622395,"domain_scores_codex":[0.9963815,0.000717519,0.0004992855,0.0004399694,0.0009900801,0.0009714835],"domain_scores_gemma":[0.9877421,0.004634467,0.001138434,0.0002856665,0.001343561,0.004855935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009351056,0.00006213909,0.001516892,0.00008375664,0.00004006343,0.004138703,0.0001638106,0.0001394933,0.0001855235,0.004159173,0.9731986,0.01621832],"study_design_scores_gemma":[0.0002676307,0.0002082506,0.002936997,0.001376743,0.00009027062,0.008147988,0.0009861876,0.0006470017,0.0001593743,0.02675123,0.9582831,0.0001452021],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0003568588,0.001160809,0.00007654983,0.9801077,0.01478362,0.000007960754,0.0000451591,0.0000194741,0.003441975],"genre_scores_gemma":[0.003523625,0.001468929,0.0002223403,0.925914,0.06336357,0.00002893608,0.00005165035,0.00003231891,0.005394613],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.06568594,"threshold_uncertainty_score":0.0656141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05826492415562676,"score_gpt":0.3722131366579008,"score_spread":0.313948212502274,"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."}}