| 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 | 126 | 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 | 97 | 2020 |
| 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 | 54 | 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 | 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 |
| 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 | 28 | 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 | 25 | 2019 |
| Longer and deeper desaturations are associated with the worsening of mild sleep apnea: the sleep heart health study T Karhu, S Myllymaa, S Nikkonen, DR Mazzotti, J Töyräs, T Leppänen Frontiers in neuroscience 15, 657126, 2021 | 18 | 2021 |
| 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 | 14 | 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 | 14* | 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 | 12 | 2022 |
| Intra-night variation in apnea-hypopnea index affects diagnostics and prognostics of obstructive sleep apnea S Nikkonen, J Töyräs, E Mervaala, S Myllymaa, P Terrill, T Leppänen Sleep and Breathing 24, 379-386, 2020 | 11 | 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 | 10 | 2022 |
| Diabetes and cardiovascular diseases are associated with the worsening of intermittent hypoxaemia T Karhu, S Myllymaa, S Nikkonen, DR Mazzotti, A Kulkas, J Töyräs, ... Journal of sleep research 31 (1), e13441, 2022 | 9 | 2022 |
| Required CPAP usage time to normalize AHI in obstructive sleep apnea patients: a simulation study A Kulkas, T Leppänen, S Nikkonen, A Oksenberg, B Duce, E Mervaala, ... Physiological Measurement 39 (11), 115009, 2018 | 9 | 2018 |
| Multicentre sleep‐stage scoring agreement in the Sleep Revolution project S Nikkonen, P Somaskandhan, H Korkalainen, S Kainulainen, PI Terrill, ... Journal of Sleep Research 33 (1), e13956, 2024 | 8 | 2024 |
| Obstructive sleep apnea‐related intermittent hypoxaemia is associated with impaired vigilance P Pahari, H Korkalainen, T Karhu, M Rissanen, ES Arnardottir, ... Journal of Sleep Research 32 (3), e13803, 2023 | 8 | 2023 |
| Novel oxygen desaturation parameters are associated with cardiac troponin I: Data from the Akershus Sleep Apnea Project FD Sigurdardottir, CT Øverby, S Nikkonen, T Karhu, T Dammen, ... Journal of Sleep Research 31 (5), e13581, 2022 | 7 | 2022 |
| Pulse Oximetry: The Working Principle, Signal Formation, and Applications T Leppänen, S Kainulainen, H Korkalainen, S Sillanmäki, A Kulkas, ... Advances in the Diagnosis and Treatment of Sleep Apnea: Filling the Gap …, 2022 | 6 | 2022 |
