{"id":"W4324030194","doi":"10.1016/j.jcin.2023.01.016","title":"Clinical Impact of Standardized TAVR Technique and Care Pathway","year":2023,"lang":"en","type":"article","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Sapheon; Medtronic","keywords":"Medicine; Valve replacement; Stroke (engine); Stenosis; Aortic valve stenosis; Cardiology; Clinical pathway; Implant; Internal medicine; Left bundle branch block; Cohort; Surgery; Heart failure","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003313186,0.0002388797,0.0002946614,0.0003522875,0.0002955077,0.001275705,0.0004723663,0.0004083303,0.001838304],"category_scores_gemma":[0.01966514,0.0001001461,0.0004323921,0.000508128,0.0003135459,0.0005251442,0.0008121859,0.0005377191,0.0001690625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00131633,"about_ca_system_score_gemma":0.002702727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003778355,"about_ca_topic_score_gemma":0.004529679,"domain_scores_codex":[0.9949038,0.002080693,0.0005906677,0.0006075458,0.001213739,0.0006034968],"domain_scores_gemma":[0.9869109,0.002964417,0.005799575,0.0009514586,0.001517522,0.001855952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001595662,0.0007223496,0.9375402,0.0000935393,0.0002602274,0.0001685177,0.0001304323,0.001084598,0.000609583,0.0001935573,0.001006263,0.05659504],"study_design_scores_gemma":[0.0002817968,0.003350008,0.992214,0.00006968219,0.0001535962,0.0006183717,0.0003191033,0.001280564,0.0003719115,0.000186798,0.001135845,0.00001829532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964914,0.0004606535,0.0003986523,0.0003374219,0.00002763274,0.0001255612,0.000318809,0.00001906909,0.00182071],"genre_scores_gemma":[0.9986833,0.0001181782,0.0005139434,0.000145289,0.00002280363,0.00004597095,0.0003795614,0.000004346421,0.00008655361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003778355,"threshold_uncertainty_score":0.01752198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04546264396395214,"score_gpt":0.4414737972332619,"score_spread":0.3960111532693097,"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."}}