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Estimating daytime sleepiness with previous night electroencephalography, electrooculography, and electromyography spectrograms in patients with suspected sleep apnea using a convolutional neural network.
Nikkonen S, Korkalainen H, Kainulainen S, Myllymaa S, Leino A, Kalevo L, Oksenberg A, Leppänen T, Töyräs J. Nikkonen S, et al. Among authors: leino a. Sleep. 2020 Dec 14;43(12):zsaa106. doi: 10.1093/sleep/zsaa106. Sleep. 2020. PMID: 32459856 Free PMC article.
Corrigendum to "Power spectral densities of nocturnal pulse oximetry signals differ in OSA patients with and without daytime sleepiness" [Sleep Med 73 (2020) 231-237].
Kainulainen S, Töyräs J, Oksenberg A, Korkalainen H, Afara IO, Leino A, Kalevo L, Nikkonen S, Gadoth N, Kulkas A, Myllymaa S, Leppänen T. Kainulainen S, et al. Among authors: leino a. Sleep Med. 2021 Feb;78:202. doi: 10.1016/j.sleep.2020.11.006. Epub 2020 Nov 24. Sleep Med. 2021. PMID: 33246834 No abstract available.
Increased nocturnal arterial pulsation frequencies of obstructive sleep apnoea patients is associated with an increased number of lapses in a psychomotor vigilance task.
Kainulainen S, Duce B, Korkalainen H, Leino A, Huttunen R, Kalevo L, Arnardottir ES, Kulkas A, Myllymaa S, Töyräs J, Leppänen T. Kainulainen S, et al. Among authors: leino a. ERJ Open Res. 2020 Nov 16;6(4):00277-2020. doi: 10.1183/23120541.00277-2020. eCollection 2020 Oct. ERJ Open Res. 2020. PMID: 33263035 Free PMC article.
Detailed Assessment of Sleep Architecture With Deep Learning and Shorter Epoch-to-Epoch Duration Reveals Sleep Fragmentation of Patients With Obstructive Sleep Apnea.
Korkalainen H, Leppanen T, Duce B, Kainulainen S, Aakko J, Leino A, Kalevo L, Afara IO, Myllymaa S, Toyras J. Korkalainen H, et al. Among authors: leino a. IEEE J Biomed Health Inform. 2021 Jul;25(7):2567-2574. doi: 10.1109/JBHI.2020.3043507. Epub 2021 Jul 27. IEEE J Biomed Health Inform. 2021. PMID: 33296317
Neural network analysis of nocturnal SpO2 signal enables easy screening of sleep apnea in patients with acute cerebrovascular disease.
Leino A, Nikkonen S, Kainulainen S, Korkalainen H, Töyräs J, Myllymaa S, Leppänen T, Ylä-Herttuala S, Westeren-Punnonen S, Muraja-Murro A, Jäkälä P, Mervaala E, Myllymaa K. Leino A, et al. Sleep Med. 2021 Mar;79:71-78. doi: 10.1016/j.sleep.2020.12.032. Epub 2020 Dec 31. Sleep Med. 2021. PMID: 33482455 Free article.
115 results