{"id":15485,"date":"2023-01-31T11:10:07","date_gmt":"2023-01-31T00:10:07","guid":{"rendered":"https:\/\/staging.somnomed.com\/my\/?post_type=cpt-resource&p=15485"},"modified":"2023-01-31T11:10:14","modified_gmt":"2023-01-31T00:10:14","slug":"automated-sleep-apnea-diagnosis-through-mandibular-movement-monitoring-coupled-with-machine-learning-analysis","status":"publish","type":"cpt-resource","link":"https:\/\/staging.somnomed.com\/my\/resource\/automated-sleep-apnea-diagnosis-through-mandibular-movement-monitoring-coupled-with-machine-learning-analysis\/","title":{"rendered":"Automated sleep apnea diagnosis through mandibular movement monitoring coupled with machine learning analysis"},"content":{"rendered":"\t\t
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Automated sleep apnea diagnosis through mandibular movement monitoring coupled with machine learning analysis. <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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J.-B. Martinot, N. Le-Dong, C. Letesson, V. Cuthbert, D. Gozal, J.-L. Pepin<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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\n\t\t\t\tGiven the high prevalence of obstructive sleep apnea (OSA), there is a need for simpler and automated diagnostic approaches. To evaluate whether mandibular movement (MM) monitoring during sleep coupled with an automated analysis by machine learning is appropriate for OSA diagnosis.Diagnostic study of adults undergoing overnight \n\nin-laboratory polysomnography (PSG) as the reference method compared with simultaneous MM \n\nmonitoring at a sleep clinic in an academic institution (Sleep Laboratory, Centre Hospitalier Universitaire Universit\u00e9 Catholique de Louvain Namur Site Sainte-Elisabeth, Namur, Belgium). Patients with suspected OSA were enrolled from July 5, 2017, to October 31, 2018.Obstructive sleep apnea diagnosis required either evoking \n\nsigns or symptoms or related medical or psychiatric comorbidities coupled with a PSG-derived \n\nrespiratory disturbance index (PSG-RDI) of at least 5 events\/h. A PSG-RDI of at least 15 events\/h \n\nsatisfied the diagnosis criteria even in the absence of associated symptoms or comorbidities. Patients who did not meet these criteria were classified as not having OSA. Agreement analysis and diagnostic performance were assessed by Bland-Altman plot comparing PSG-RDI and the Sunrise system RDI (Sr-RDI) with diagnosis threshold optimization via receiver operating characteristic curves, allowing for evaluation of the device sensitivity and specificity in detecting OSA at 5 events\/h and 15 events\/h.\t\t\t<\/p>\n\t\t\t\t\t\t\t

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Posted in Clinic<\/a>al Data<\/a><\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Automated sleep apnea diagnosis through mandibular movement monitoring coupled with machine learning analysis. J.-B. Martinot, N. Le-Dong, C. Letesson, V. Cuthbert, D. Gozal, J.-L. Pepin Given the high prevalence of obstructive sleep apnea (OSA), there is a need for simpler and automated diagnostic approaches. To evaluate whether mandibular movement (MM) monitoring during sleep coupled with …<\/p>\n","protected":false},"parent":0,"template":"","resource_cat":[54],"personalisation":[35],"class_list":["post-15485","cpt-resource","type-cpt-resource","status-publish","hentry","resource_cat-sunrise-clinical-data","personalisation-dentist"],"acf":[],"_links":{"self":[{"href":"https:\/\/staging.somnomed.com\/my\/wp-json\/wp\/v2\/cpt-resource\/15485","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/staging.somnomed.com\/my\/wp-json\/wp\/v2\/cpt-resource"}],"about":[{"href":"https:\/\/staging.somnomed.com\/my\/wp-json\/wp\/v2\/types\/cpt-resource"}],"version-history":[{"count":3,"href":"https:\/\/staging.somnomed.com\/my\/wp-json\/wp\/v2\/cpt-resource\/15485\/revisions"}],"predecessor-version":[{"id":15489,"href":"https:\/\/staging.somnomed.com\/my\/wp-json\/wp\/v2\/cpt-resource\/15485\/revisions\/15489"}],"wp:attachment":[{"href":"https:\/\/staging.somnomed.com\/my\/wp-json\/wp\/v2\/media?parent=15485"}],"wp:term":[{"taxonomy":"resource_cat","embeddable":true,"href":"https:\/\/staging.somnomed.com\/my\/wp-json\/wp\/v2\/resource_cat?post=15485"},{"taxonomy":"personalisation","embeddable":true,"href":"https:\/\/staging.somnomed.com\/my\/wp-json\/wp\/v2\/personalisation?post=15485"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}