{"id":"W4405868870","doi":"10.1016/j.carrev.2024.12.016","title":"Sex-based differences in cardiovascular outcomes among patients with atrial fibrillation undergoing left atrial appendage occlusion device placement","year":2024,"lang":"en","type":"article","venue":"Cardiovascular revascularization medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Atrial fibrillation; Left atrial appendage occlusion; Cardiology; Internal medicine; Appendage; Occlusion; Atrial Appendage; 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"],"consensus_categories":[],"category_scores_codex":[0.002697594,0.0006914964,0.002283309,0.001080015,0.000261199,0.0001389147,0.0002013393,0.000325811,0.000249329],"category_scores_gemma":[0.0008961118,0.000499554,0.003470687,0.001396782,0.00020978,0.000465893,0.0001250195,0.0003803859,0.00004325932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004944931,"about_ca_system_score_gemma":0.000291587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001853695,"about_ca_topic_score_gemma":0.00004622409,"domain_scores_codex":[0.9931687,0.0006366975,0.00116465,0.001233082,0.00321236,0.0005844947],"domain_scores_gemma":[0.9974622,0.0004858505,0.0001845344,0.001284027,0.0003152106,0.0002681445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002687367,0.000007702514,0.9136004,0.0008789843,0.008065021,0.0001316758,0.0002739485,0.07129396,0.000007425515,0.0001075639,0.00004702234,0.005317597],"study_design_scores_gemma":[0.01936349,0.0004578788,0.9303482,0.001898161,0.009038939,0.00001646332,0.0002207512,0.01694078,0.00003478667,0.00003737725,0.02089506,0.0007481124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8106828,0.03069397,0.1469583,0.001311945,0.002420409,0.006453943,0.00001815192,0.0007033217,0.0007570889],"genre_scores_gemma":[0.9942875,0.0008612852,0.0006483014,0.0001081087,0.002397848,0.000002191314,0.001147999,0.0001313561,0.0004154016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1836047,"threshold_uncertainty_score":0.9997456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573473827419303,"score_gpt":0.2700178170113499,"score_spread":0.2442830787371569,"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."}}