{"id":"W4361001980","doi":"10.1016/j.jscai.2022.100577","title":"SCAI/HRS Expert Consensus Statement on Transcatheter Left Atrial Appendage Closure","year":2023,"lang":"en","type":"article","venue":"Journal of the Society for Cardiovascular Angiography & Interventions","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Closure (psychology); Appendage; Statement (logic); Medicine; Cardiology; Internal medicine; Political science; Anatomy; Law","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_broad"],"consensus_categories":[],"category_scores_codex":[0.001885176,0.0001900759,0.0005622185,0.0002245273,0.0002772814,0.00004841395,0.0002054575,0.00009624726,0.0001095239],"category_scores_gemma":[0.00005966109,0.0001269725,0.4134419,0.0006017211,0.0001030827,0.0000658127,0.00003643204,0.0001946548,0.00001425762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006750094,"about_ca_system_score_gemma":0.0000342604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007799737,"about_ca_topic_score_gemma":0.000002136308,"domain_scores_codex":[0.9979447,0.0001279835,0.0007551413,0.0001854962,0.0007153054,0.000271371],"domain_scores_gemma":[0.998868,0.0001139651,0.0002657977,0.0004228634,0.000231685,0.00009769353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001039078,0.0001281932,0.01333193,0.0007761666,0.6546233,0.00002734904,0.002507758,0.004615797,0.0002463199,0.0005315085,0.3120658,0.01010682],"study_design_scores_gemma":[0.01618572,0.001574194,0.02883039,0.001572696,0.07705389,0.0001570155,0.003296143,0.00008516393,0.0002297826,0.001453715,0.8690287,0.0005325743],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6287807,0.2256435,0.03916437,0.07801667,0.01621564,0.009747776,0.0006851012,0.0005769077,0.001169286],"genre_scores_gemma":[0.9897649,0.001686348,0.00250364,0.0003434831,0.002343403,0.00000386687,0.0000486833,0.00006877414,0.003236914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5775694,"threshold_uncertainty_score":0.5924324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08451923990344704,"score_gpt":0.3544786694363794,"score_spread":0.2699594295329324,"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."}}