| 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 | 159 | 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 | 120 | 2020 |
| Severity of desaturations reflects OSA-related daytime sleepiness better than AHI S Kainulainen, J Töyräs, A Oksenberg, H Korkalainen, S Sefa, A Kulkas, ... Journal of Clinical Sleep Medicine 15 (8), 1135-1142, 2019 | 111 | 2019 |
| Severity of individual obstruction events increases with age in patients with obstructive sleep apnea T Leppänen, J Töyräs, E Mervaala, T Penzel, A Kulkas Sleep medicine 37, 32-37, 2017 | 65 | 2017 |
| Severity of desaturation events differs between hypopnea and obstructive apnea events and is modulated by their duration in obstructive sleep apnea A Kulkas, B Duce, T Leppänen, C Hukins, J Töyräs Sleep and Breathing 21, 829-835, 2017 | 62 | 2017 |
| Artificial neural network analysis of the oxygen saturation signal enables accurate diagnostics of sleep apnea S Nikkonen, IO Afara, T Leppänen, J Töyräs Scientific reports 9 (1), 13200, 2019 | 60 | 2019 |
| 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 | 54 | 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 | 52 | 2020 |
| Severity of individual obstruction events is gender dependent in sleep apnea T Leppänen, A Kulkas, B Duce, E Mervaala, J Töyräs Sleep and Breathing 21, 397-404, 2017 | 49 | 2017 |
| The Sleep Revolution project: the concept and objectives ES Arnardottir, AS Islind, M Óskarsdottir, KA Ólafsdottir, E August, ... Journal of sleep research 31 (4), e13630, 2022 | 47 | 2022 |
| Length of individual apnea events is increased by supine position and modulated by severity of obstructive sleep apnea T Leppänen, J Töyräs, A Muraja-Murro, S Kupari, P Tiihonen, E Mervaala, ... Sleep disorders 2016 (1), 9645347, 2016 | 47 | 2016 |
| Assessment of obstructive sleep apnea-related sleep fragmentation utilizing deep learning-based sleep staging from photoplethysmography R Huttunen, T Leppänen, B Duce, A Oksenberg, S Myllymaa, J Töyräs, ... Sleep 44 (10), zsab142, 2021 | 43 | 2021 |
| 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 | 42 | 2021 |
| Prevalence and characteristics of positional obstructive sleep apnea (POSA) in patients with severe OSA A Oksenberg, N Gadoth, J Töyräs, T Leppänen Sleep and Breathing 24, 551-559, 2020 | 41 | 2020 |
| Increase in body mass index decreases duration of apneas and hypopneas in obstructive sleep apnea T Leppänen, A Kulkas, E Mervaala, J Töyräs Respiratory care 64 (1), 77-84, 2019 | 41 | 2019 |
| 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 | 39 | 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 | 37 | 2020 |
| Longer apneas and hypopneas are associated with greater ultra-short-term HRV in obstructive sleep apnea S Hietakoste, H Korkalainen, S Kainulainen, S Sillanmäki, S Nikkonen, ... Scientific reports 10 (1), 21556, 2020 | 33 | 2020 |
| A comparison of signal combinations for deep learning-based simultaneous sleep staging and respiratory event detection R Huttunen, T Leppänen, B Duce, ES Arnardottir, S Nikkonen, S Myllymaa, ... IEEE Transactions on Biomedical Engineering 70 (5), 1704-1714, 2022 | 29 | 2022 |
| Mortality‐risk‐based apnea–hypopnea index thresholds for diagnostics of obstructive sleep apnea H Korkalainen, J Töyräs, S Nikkonen, T Leppänen Journal of sleep research 28 (6), e12855, 2019 | 29 | 2019 |
