{"id":"W4414629816","doi":"10.58931/cct.2025.126","title":"Pushing the Envelope for Transcatheter Valve Interventions in Canada","year":2025,"lang":"en","type":"article","venue":"Canadian Cardiology Today","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychological intervention; Multidisciplinary approach; Envelope (radar); Valve replacement; Health care; Healthcare system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001318603,0.0001048955,0.0002962755,0.0001316114,0.0001027717,0.000007790947,0.0000866085,0.00005881489,0.00003534786],"category_scores_gemma":[0.00007762866,0.00007959059,0.001539929,0.0001422933,0.00003751564,0.00001689395,0.000008999764,0.0001130513,0.000003823085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001203099,"about_ca_system_score_gemma":0.003715596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9590739,"about_ca_topic_score_gemma":0.9959717,"domain_scores_codex":[0.9991882,0.00005735847,0.0001776158,0.000195607,0.00004598849,0.0003352536],"domain_scores_gemma":[0.9993904,0.0001135378,0.00001729917,0.000251053,0.00004727007,0.000180404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004051043,0.00001067011,0.9629686,0.00008142356,0.002526079,0.00006462697,0.0001041077,0.00009010022,0.000005333534,0.001088444,0.02393636,0.00908372],"study_design_scores_gemma":[0.0008869641,0.00002267242,0.9236773,0.00009698422,0.000708811,0.00001274923,0.0002773013,0.000008448522,0.000006964468,0.0002161507,0.07401347,0.00007221058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.91898,0.01075555,0.000474755,0.02533767,0.002658382,0.00256543,0.00122235,0.00002601736,0.03797987],"genre_scores_gemma":[0.996021,0.00003569501,0.00001684685,0.002798079,0.00006134194,0.000249972,0.0001081345,0.00001000187,0.0006989361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07704102,"threshold_uncertainty_score":0.6591309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01935382602189578,"score_gpt":0.3130855341617199,"score_spread":0.2937317081398241,"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."}}