{"id":"W4225128054","doi":"10.1007/s11886-022-01705-5","title":"Concomitant Surgical Left Atrial Appendage Occlusion: a Review","year":2022,"lang":"en","type":"review","venue":"Current Cardiology Reports","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Left atrial appendage occlusion; Cardiology; Stroke (engine); Occlusion; Internal medicine; Atrial Appendage; Cardiac surgery; Embolism; Concomitant; Warfarin; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002181714,0.0006881216,0.006872694,0.0002688721,0.0002047631,0.00001666735,0.0001913054,0.0003560336,0.004034752],"category_scores_gemma":[0.0008128037,0.0005098323,0.005670014,0.0003854311,0.0001317769,0.00004783848,0.0007659988,0.001056173,0.0001589771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003244521,"about_ca_system_score_gemma":0.0007172461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001501168,"about_ca_topic_score_gemma":1.501331e-7,"domain_scores_codex":[0.9944857,0.0009232932,0.002355459,0.00107666,0.0006620818,0.000496838],"domain_scores_gemma":[0.9963893,0.0005755334,0.001475004,0.001234243,0.00007201403,0.000253892],"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":[0.00004007181,0.000006370004,0.004541462,0.05750548,0.001354764,0.02738234,0.000007257363,8.676301e-7,1.220058e-8,0.00008290047,0.06911472,0.8399637],"study_design_scores_gemma":[0.0004282598,0.00008495479,0.00003460575,0.01307627,0.00943066,0.03953243,0.000002603798,3.057807e-7,7.070287e-9,0.00001830789,0.9369663,0.0004252944],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002777701,0.9778002,0.00001087193,0.0002244099,0.01143742,0.003635824,0.00003456502,0.0001815025,0.006672448],"genre_scores_gemma":[0.000004683797,0.9884605,0.00001340778,0.00006077683,0.006493235,0.000007142532,0.003083612,0.00007359134,0.001803013],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8678516,"threshold_uncertainty_score":0.9997354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1686263409499713,"score_gpt":0.4369596390952263,"score_spread":0.268333298145255,"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."}}