{"id":"W3122396622","doi":"10.1016/j.ccep.2020.10.003","title":"Sleep Apnea and Atrial Fibrillation","year":2021,"lang":"en","type":"review","venue":"Cardiac Electrophysiology Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute; McGill University; Université de Montréal","funders":"National Heart Foundation of Australia; Boston Scientific Corporation; University of Adelaide; Medtronic; Sanofi Australia; Biotronik; Bayer; ResMed; National Health and Medical Research Council; St. Jude Medical; Pfizer","keywords":"Medicine; Atrial fibrillation; Obstructive sleep apnea; Cardiology; Internal medicine; Continuous positive airway pressure; Sleep apnea; Sinus rhythm; Cardioversion; Catheter ablation; Anesthesia","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":[0.0004087023,0.0005402763,0.004488975,0.0002496828,0.0001209561,0.00003013092,0.0001373852,0.001164536,0.00005718852],"category_scores_gemma":[0.001189692,0.0004617617,0.00241665,0.0005717937,0.0003234658,0.0000463597,0.0002602817,0.001487086,0.0001846854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002245557,"about_ca_system_score_gemma":0.0004080628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002094491,"about_ca_topic_score_gemma":1.27045e-7,"domain_scores_codex":[0.9960803,0.001001367,0.0008867399,0.001050142,0.00030919,0.0006722083],"domain_scores_gemma":[0.9968566,0.001346315,0.0003665849,0.0008381305,0.0003329722,0.0002593691],"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":[0.000069137,0.000007086836,0.00005364989,0.003245238,0.001937147,0.0000562668,0.000006792313,7.773156e-7,0.00003433658,0.0001815284,0.0001072042,0.9943008],"study_design_scores_gemma":[0.0005818629,0.0007552272,0.00007191756,0.0005615422,0.004013205,0.0001390046,0.000006834511,0.000076481,0.000004547477,0.00006775041,0.9933395,0.0003821772],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006742748,0.9964396,0.00002968265,0.00004667055,0.001200431,0.00122533,0.00007244214,0.00006681217,0.0002447159],"genre_scores_gemma":[0.00006522825,0.9912094,0.0003089646,0.00003434285,0.006674682,0.00002815292,0.001404712,0.000121097,0.0001533514],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9939187,"threshold_uncertainty_score":0.9997834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03870170358972452,"score_gpt":0.3862411679227701,"score_spread":0.3475394643330456,"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."}}