{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003090083,0.0005750944,0.001808121,0.0003013061,0.000176141,0.0001357754,0.0002037979,0.0007501016,0.004057653],"category_scores_gemma":[0.0001655963,0.0005650705,0.09008742,0.0002610452,0.00006546872,0.00007935828,0.0001606803,0.000780861,0.001317724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003183699,"about_ca_system_score_gemma":0.0002283693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000706577,"about_ca_topic_score_gemma":0.000001355993,"domain_scores_codex":[0.9966657,0.0001758019,0.0006742016,0.001022754,0.0008686625,0.0005928789],"domain_scores_gemma":[0.996896,0.00009975363,0.0001585048,0.002029691,0.0006209004,0.000195157],"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":[0.0000276968,0.0002306051,0.000226715,0.001923297,0.08319396,0.0007889345,0.00002888135,0.000003388179,0.000002240082,0.000004180532,0.9105514,0.003018728],"study_design_scores_gemma":[0.002707415,0.0001748333,0.001794571,0.001961108,0.04982244,0.0001901106,0.00004318746,0.00001018865,0.00003824158,0.00004291995,0.9427684,0.0004465691],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001900227,0.2062377,0.006680875,0.7266729,0.005970631,0.009493197,0.01591274,0.0005649428,0.02656677],"genre_scores_gemma":[0.003609945,0.001646159,0.001827748,0.6214089,0.01614021,0.003819451,0.04428217,0.0007055522,0.3065599],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2799931,"threshold_uncertainty_score":0.9996801,"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."}}