{"id":"W4406194998","doi":"10.1016/j.jacep.2024.10.024","title":"State of the Art in Left Atrial Appendage Occlusion","year":2025,"lang":"en","type":"review","venue":"JACC. Clinical electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Appendage; Left atrial appendage occlusion; Cardiology; Occlusion; Internal medicine; Atrial Appendage; Medicine; Atrial fibrillation; Anatomy; Sinus rhythm","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":[],"consensus_categories":[],"category_scores_codex":[0.0007451104,0.0003480677,0.003533871,0.0002511145,0.0000490566,0.000006073123,0.0003725779,0.0005027457,0.000219705],"category_scores_gemma":[0.001850583,0.0002032154,0.002485486,0.0005887899,0.000176427,0.00002619506,0.000483075,0.001006095,0.0001388013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008976807,"about_ca_system_score_gemma":0.0007181661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009761255,"about_ca_topic_score_gemma":0.00001934559,"domain_scores_codex":[0.9956847,0.00103861,0.002128907,0.0005476797,0.0002226629,0.0003774736],"domain_scores_gemma":[0.9960742,0.002253126,0.0008534041,0.000695932,0.00006095523,0.00006238646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009057557,0.00005150201,0.002333461,0.008627153,0.0006128682,0.00003380432,0.00000822061,0.00001097729,0.0000328629,0.0006694846,0.004545345,0.9821686],"study_design_scores_gemma":[0.00127384,0.0005119587,0.006787083,0.002869016,0.001049111,0.000006035443,7.933821e-7,0.00001630973,0.000002337437,0.0007908183,0.9865136,0.0001790968],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001290086,0.9911413,0.00002407915,0.0008875299,0.002060353,0.002772482,0.00002167593,0.00004726171,0.001755226],"genre_scores_gemma":[0.0002728506,0.9890174,0.00006735267,0.0003007333,0.001075642,7.248353e-7,0.000133717,0.00002754481,0.00910404],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9819894,"threshold_uncertainty_score":0.8286886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08833619866389501,"score_gpt":0.4574028368922592,"score_spread":0.3690666382283642,"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."}}