{"id":"W3189445369","doi":"10.1177/15569845211032139","title":"Patients with Atrial Fibrillation Undergoing Cardiac Surgery: No Left Atrial Appendage Shall Remain Untouched","year":2021,"lang":"en","type":"letter","venue":"Innovations Technology and Techniques in Cardiothoracic and Vascular Surgery","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"","keywords":"Atrial fibrillation; Medicine; Left atrial appendage occlusion; Occlusion; Cardiology; Internal medicine; Atrial Appendage; Cardiac surgery; Stroke (engine); Appendage; Embolism; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002555927,0.000234172,0.001093587,0.0002044299,0.0005197718,0.0007300461,0.0002628784,0.006038463,0.002085946],"category_scores_gemma":[0.01731239,0.0001655389,0.0006326121,0.0004583616,0.0003427678,0.000506085,0.0002168461,0.002852978,0.00120793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008871225,"about_ca_system_score_gemma":0.001622185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002102767,"about_ca_topic_score_gemma":0.004715457,"domain_scores_codex":[0.9983844,0.0009770958,0.0002656339,0.0001011321,0.0001695448,0.0001021954],"domain_scores_gemma":[0.9936296,0.004864234,0.0006300633,0.00007611725,0.0004883822,0.0003116212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01627363,0.0006175306,0.03939902,0.002554829,0.0007153646,0.005171699,0.0003616696,0.0003860877,0.001400652,0.003266461,0.6919209,0.2379321],"study_design_scores_gemma":[0.03953423,0.007945179,0.07392251,0.006723757,0.003089781,0.01115556,0.001232743,0.002334019,0.00344685,0.01555551,0.8348566,0.0002032723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04708454,0.0486056,0.0003933562,0.8637772,0.02536834,0.0002017368,0.001284344,0.00004149201,0.01324343],"genre_scores_gemma":[0.1490028,0.02973198,0.001018675,0.7845796,0.02653811,0.0006530015,0.0005019655,0.00001527812,0.007958559],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006038463,"threshold_uncertainty_score":0.01351714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02599046069661218,"score_gpt":0.2877495524051018,"score_spread":0.2617590917084896,"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."}}