{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.0006427168,0.0001770795,0.0008635113,0.0002149873,0.00006936081,0.00001935232,0.00006147793,0.0001197903,0.0001033793],"category_scores_gemma":[0.0002064499,0.0001431352,0.02626564,0.0003713113,0.00009917031,0.00005554426,0.0001193446,0.0001510781,0.00003632353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001116429,"about_ca_system_score_gemma":0.0001389339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001415999,"about_ca_topic_score_gemma":0.000002931572,"domain_scores_codex":[0.9983796,0.0001891345,0.000502056,0.0003407792,0.000368861,0.0002195324],"domain_scores_gemma":[0.9986449,0.00005376429,0.0000825409,0.0007156358,0.0002931079,0.0002100713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004313851,0.0006440751,0.758663,0.001731504,0.07604075,0.0003789815,0.0002775777,0.0001008228,0.0002230465,0.0001339093,0.003235041,0.1581399],"study_design_scores_gemma":[0.004097008,0.0007201891,0.9847332,0.0007371521,0.005767064,0.00005772158,0.0004233692,0.000007774913,0.0002459695,0.0000824212,0.002967255,0.0001609354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97212,0.02123732,0.001936275,0.00002354573,0.0002573591,0.001393895,0.0009679929,0.0002130584,0.001850587],"genre_scores_gemma":[0.9979712,0.0009288597,0.0003276762,0.000005372322,0.00009893934,0.0001785759,0.0003010223,0.00003510428,0.0001532157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2260702,"threshold_uncertainty_score":0.9834861,"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."}}