{"id":"W4200494656","doi":"10.5664/jcsm.9840","title":"Obstructive sleep apnea and nocturnal attacks of paroxysmal atrial fibrillation","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Sleep Institute; Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Obstructive sleep apnea; Polysomnography; Atrial fibrillation; Internal medicine; Odds ratio; Cardiology; Emergency department; Apnea; Sleep apnea; Paroxysmal atrial fibrillation; Pediatrics; Population; Anesthesia; Psychiatry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003083645,0.0002557356,0.001889208,0.0002833512,0.00007091391,0.00001462393,0.0001733732,0.0003359733,0.0007422044],"category_scores_gemma":[0.01577379,0.0001787789,0.0006659768,0.0005159443,0.000957848,0.0002218479,0.0001410756,0.001357462,0.000006377821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008007201,"about_ca_system_score_gemma":0.0002222921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000115466,"about_ca_topic_score_gemma":0.000004173118,"domain_scores_codex":[0.9940755,0.0005306185,0.003053768,0.0003675189,0.001601703,0.000370897],"domain_scores_gemma":[0.9921399,0.002690091,0.001633204,0.0003638042,0.002388283,0.000784663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006065139,0.0001329176,0.5621164,0.0001876324,0.00145162,0.0008686822,0.0003109111,0.0000810628,0.00456711,0.0002924534,0.0002612561,0.4236647],"study_design_scores_gemma":[0.02548812,0.005830577,0.9479989,0.0004680459,0.001619395,0.003942899,0.0009222382,0.003167231,0.003041707,0.00128454,0.005997255,0.0002390784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834635,0.004092527,0.001864683,0.006856525,0.002186093,0.0002481912,0.000008785462,0.0000101273,0.001269554],"genre_scores_gemma":[0.9855173,0.0005807058,0.004112768,0.0002266504,0.009440819,4.314846e-7,0.00001036445,0.00003123334,0.00007978681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4234257,"threshold_uncertainty_score":0.9925168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0653584326355751,"score_gpt":0.417497636663736,"score_spread":0.3521392040281609,"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."}}