| 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 | 96 | 2019 |
| 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 | 70 | 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 | 61 | 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 | 34 | 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 | 30 | 2020 |
| 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 | 22 | 2019 |
| 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 | 21 | 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 | 21 | 2021 |
| 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 | 17 | 2021 |
| 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), 1-10, 2020 | 16 | 2020 |
| 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 | 16 | 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 | 9 | 2020 |
| Comparison of EEG signal characteristics between polysomnography and self applied somnography setup in a pediatric cohort S Kainulainen, H Korkalainen, S Sigurᴆardóttir, S Myllymaa, M Serwatko, ... IEEE Access 9, 110916-110926, 2021 | 7 | 2021 |
| 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 | 7 | 2020 |
| Self-applied home sleep recordings: the future of sleep medicine H Korkalainen, S Nikkonen, S Kainulainen, AK Dwivedi, S Myllymaa, ... Sleep Medicine Clinics 16 (4), 545-556, 2021 | 6 | 2021 |
| Severe desaturations increase PVT-based median reaction time and number of lapses in OSA patients S Kainulainen, B Duce, H Korkalainen, A Oksenberg, A Leino, ... European Respiratory Journal, 2020 | 5 | 2020 |
| Deep Learning for Next-Generation Sleep Diagnostics: sophisticated computational methods for more efficient and accurate assessment of sleep and obstructive sleep apnea H Korkalainen Itä-Suomen yliopisto, 2020 | 4 | 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 |
| 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 | 3 | 2022 |
| 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 | 3 | 2020 |
Timo LeppänenUniversity of Eastern Finland, Kuopio University HospitalVerified email at uef.fi
