{"id":"W4321483232","doi":"10.1016/j.jcin.2023.01.008","title":"Impact of Computational Modeling on Transcatheter Left Atrial Appendage Closure Efficiency and Outcomes","year":2023,"lang":"en","type":"article","venue":"JACC: Cardiovascular Interventions","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"Abbott Vascular; Novo Nordisk Fonden","keywords":"Appendage; Closure (psychology); Cardiology; Internal medicine; Medicine; Environmental science; Anatomy; Economics","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":[0.002247287,0.000606158,0.000616919,0.0004673298,0.0001502904,0.001558225,0.0005571887,0.0005143471,0.001472408],"category_scores_gemma":[0.01198303,0.0002643197,0.001399293,0.0002881281,0.0004104835,0.0005098507,0.0005318041,0.0004934027,0.0002029682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000627633,"about_ca_system_score_gemma":0.0007563824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002020853,"about_ca_topic_score_gemma":0.001038345,"domain_scores_codex":[0.9988545,0.0006660979,0.00009764531,0.0001403159,0.0001889713,0.00005249751],"domain_scores_gemma":[0.9937325,0.004790722,0.0007453788,0.0003834127,0.0002125101,0.0001354104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.01644574,0.001933789,0.3775257,0.0007997347,0.00298533,0.0003800282,0.0002269969,0.4510832,0.00363344,0.003343516,0.002216318,0.1394263],"study_design_scores_gemma":[0.001375816,0.004843187,0.07450293,0.0003392345,0.002093057,0.000761339,0.000160667,0.9034322,0.005610051,0.003893804,0.002896755,0.000090867],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810356,0.002429781,0.01284045,0.000650626,0.00008566395,0.0000993001,0.0003894582,0.0001301315,0.002339029],"genre_scores_gemma":[0.9956566,0.0004231037,0.003324341,0.00006047895,0.00001634694,0.00005740751,0.000278671,0.00001874955,0.0001642258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002247287,"threshold_uncertainty_score":0.01188493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08861389183551521,"score_gpt":0.379475631067088,"score_spread":0.2908617392315728,"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."}}