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Temporal and sleep stage-dependent agreement in manual scoring of respiratory events.
Pitkänen M, Pitkänen H, Nath RK, Nikkonen S, Kainulainen S, Korkalainen H, Ólafsdóttir KA, Arnardottir ES, Sigurdardottir S, Penzel T, Fanfulla F, Anttalainen U, Saaresranta T, Grote L, Hedner J, Staats R, Töyräs J, Leppänen T. Pitkänen M, et al. Among authors: kainulainen s. J Sleep Res. 2024 Nov 4:e14391. doi: 10.1111/jsr.14391. Online ahead of print. J Sleep Res. 2024. PMID: 39496283
Severity of Desaturations Reflects OSA-Related Daytime Sleepiness Better Than AHI.
Kainulainen S, Töyräs J, Oksenberg A, Korkalainen H, Sefa S, Kulkas A, Leppänen T. Kainulainen S, et al. J Clin Sleep Med. 2019 Aug 15;15(8):1135-1142. doi: 10.5664/jcsm.7806. J Clin Sleep Med. 2019. PMID: 31482835 Free PMC article.
CONCLUSIONS: Severity of sleep-related breathing cessations and desaturations is a stronger contributor to daytime sleepiness than AHI or ODI and therefore should be included in the diagnostics and severity assessment of OSA. CITATION: Kainulainen S, Toyras J, Oksen …
CONCLUSIONS: Severity of sleep-related breathing cessations and desaturations is a stronger contributor to daytime sleepiness than AHI or OD …
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: kainulainen s. 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. 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. 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: kainulainen s. 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
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