{"id":"W2974089009","doi":"10.1016/j.cjca.2019.09.005","title":"Asleep at the Switch? Are We Failing to Recognize Obstructive Sleep Apnea in Patients with Atrial Fibrillation and Heart Failure?","year":2019,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"","keywords":"Medicine; Atrial fibrillation; Obstructive sleep apnea; Heart failure; Cardiology; Sleep apnea; Internal medicine; Apnea","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001642602,0.0004751957,0.00131325,0.001033464,0.00353188,0.002426076,0.001352475,0.02689,0.004949472],"category_scores_gemma":[0.02406337,0.0005456437,0.001115223,0.0007943223,0.001915316,0.003532612,0.0007127968,0.02242605,0.002539025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004366047,"about_ca_system_score_gemma":0.006887328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03094409,"about_ca_topic_score_gemma":0.05533131,"domain_scores_codex":[0.9981863,0.0003811415,0.0003986854,0.0002165512,0.0004288521,0.0003884758],"domain_scores_gemma":[0.9922161,0.002756229,0.000606462,0.0001842807,0.001736871,0.002500224],"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":[0.0002636725,0.0002986202,0.06241507,0.0002112376,0.0001272354,0.04347773,0.001236445,0.0002559861,0.000584857,0.002708562,0.8388952,0.04952541],"study_design_scores_gemma":[0.001018142,0.001026213,0.09899342,0.006794293,0.0005823839,0.1467729,0.01567528,0.004251456,0.0009780816,0.03669137,0.6864082,0.0008082879],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004102977,0.001689839,0.00009467862,0.978225,0.01232977,0.00001282819,0.00005066462,0.00001975453,0.00347457],"genre_scores_gemma":[0.04794925,0.005506658,0.0006909189,0.8681514,0.07384221,0.00005587145,0.00008673286,0.00003196492,0.003684867],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03094409,"threshold_uncertainty_score":0.06152797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01467068478007773,"score_gpt":0.2424622830827091,"score_spread":0.2277915983026313,"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."}}