| Accurate deep learning-based sleep staging in a clinical population with suspected obstructive sleep apnea H Korkalainen, J Aakko, S Nikkonen, S Kainulainen, A Leino, B Duce, ... IEEE journal of biomedical and health informatics 24 (7), 2073-2081, 2019 | 128 | 2019 |
| Deep learning enables sleep staging from photoplethysmogram for patients with suspected sleep apnea H Korkalainen, J Aakko, B Duce, S Kainulainen, A Leino, S Nikkonen, ... Sleep 43 (11), zsaa098, 2020 | 98 | 2020 |
| Severe desaturations increase psychomotor vigilance task-based median reaction time and number of lapses in obstructive sleep apnoea patients S Kainulainen, B Duce, H Korkalainen, A Oksenberg, A Leino, ... European Respiratory Journal 55 (4), 2020 | 47 | 2020 |
| Effect of sweating on electrode-skin contact impedances and artifacts in EEG recordings with various screen-printed Ag/Agcl electrodes L Kalevo, T Miettinen, A Leino, S Kainulainen, H Korkalainen, K Myllymaa, ... IEEE Access 8, 50934-50943, 2020 | 42 | 2020 |
| Automatic respiratory event scoring in obstructive sleep apnea using a long short-term memory neural network S Nikkonen, H Korkalainen, A Leino, S Myllymaa, B Duce, T Leppänen, ... IEEE Journal of Biomedical and Health Informatics 25 (8), 2917-2927, 2021 | 33 | 2021 |
| Neural network analysis of nocturnal SpO2 signal enables easy screening of sleep apnea in patients with acute cerebrovascular disease A Leino, S Nikkonen, S Kainulainen, H Korkalainen, J Töyräs, S Myllymaa, ... Sleep Medicine 79, 71-78, 2021 | 32 | 2021 |
| Detailed assessment of sleep architecture with deep learning and shorter epoch-to-epoch duration reveals sleep fragmentation of patients with obstructive sleep apnea H Korkalainen, T Leppänen, B Duce, S Kainulainen, J Aakko, A Leino, ... IEEE journal of biomedical and health informatics 25 (7), 2567-2574, 2020 | 26 | 2020 |
| Acute stroke and TIA patients have specific polygraphic features of obstructive sleep apnea A Leino, S Westeren-Punnonen, J Töyräs, S Myllymaa, T Leppänen, ... Sleep and Breathing 24, 1495-1505, 2020 | 19 | 2020 |
| Power spectral densities of nocturnal pulse oximetry signals differ in OSA patients with and without daytime sleepiness S Kainulainen, J Töyräs, A Oksenberg, H Korkalainen, IO Afara, A Leino, ... Sleep medicine 73, 231-237, 2020 | 14 | 2020 |
| Deep learning enables accurate automatic sleep staging based on ambulatory forehead EEG A Leino, H Korkalainen, L Kalevo, S Nikkonen, S Kainulainen, A Ryan, ... IEEE Access 10, 26554-26566, 2022 | 13 | 2022 |
| Improved sweat artifact tolerance of screen-printed EEG electrodes by material selection-comparison of electrochemical properties in artificial sweat L Kalevo, T Miettinen, A Leino, S Kainulainen, K Myllymaa, J Töyräs, ... Ieee Access 7, 133237-133247, 2019 | 12 | 2019 |
| Estimating daytime sleepiness with previous night electroencephalography, electrooculography, and electromyography spectrograms in patients with suspected sleep apnea using a … S Nikkonen, H Korkalainen, S Kainulainen, S Myllymaa, A Leino, ... Sleep 43 (12), zsaa106, 2020 | 10 | 2020 |
| Increased nocturnal arterial pulsation frequencies of obstructive sleep apnoea patients is associated with an increased number of lapses in a psychomotor vigilance task S Kainulainen, B Duce, H Korkalainen, A Leino, R Huttunen, L Kalevo, ... ERJ open research 6 (4), 2020 | 5 | 2020 |
| Estimating daytime sleepiness with previous night EEG, EOG and EMG spectrograms in patients with suspected sleep apnea using a convolutional neural network S Nikkonen, H Korkalainen, S Kainulainen, S Myllymaa, A Leino, ... Oxford University Press (OUP), 2020 | 4 | 2020 |
| Self-applied electrode set provides a clinically feasible solution enabling EEG recording in home sleep apnea testing L Kalevo, T Miettinen, A Leino, S Westeren-Punnonen, J Sahlman, ... IEEE Access 10, 60633-60642, 2022 | 3 | 2022 |
| Deep learning enables accurate sleep staging based on a single frontal EEG channel H Korkalainen, J Aakko, S Nikkonen, S Kainulainen, A Leino, B Duce, ... Sleep Medicine 64, S202-S203, 2019 | 1 | 2019 |
| Differentiating Sleepy and non-sleepy obstructive sleep apnea patients using nocturnal pulse oximetry and deep learning S Kainulainen, J Toyras, A Oksenberg, H Korkalainen, I Afara, A Leino, ... Sleep Medicine 64 (Supplement 1), S184-S184, 2019 | 1 | 2019 |
| Radiologisten kuvien katseluun käytettävien näyttöjen laadunvalvonta A Leino | 1 | 2017 |
| Novel computational methods for improved sleep apnea diagnostics: special focus on stroke patients A Leino Itä-Suomen yliopisto, 2022 | | 2022 |
| 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] S Kainulainen, J Töyräs, A Oksenberg, H Korkalainen, IO Afara, A Leino, ... Sleep medicine 78, 202, 2021 | | 2021 |
