Automatic Respiratory Event Scoring in Obstructive Sleep Apnea Using a Long Short-Term Memory Neural Network
Nikkonen, Sami, Korkalainen, Henri, Leino, Akseli, Myllymaa, Sami, Duce, Brett, Leppanen, Timo, Toyras, Juha
Published in IEEE journal of biomedical and health informatics (01.08.2021)
Published in IEEE journal of biomedical and health informatics (01.08.2021)
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Journal Article
Effect of Sweating on Electrode-Skin Contact Impedances and Artifacts in EEG Recordings With Various Screen-Printed Ag/Agcl Electrodes
Kalevo, Laura, Miettinen, Tomi, Leino, Akseli, Kainulainen, Samu, Korkalainen, Henri, Myllymaa, Katja, Toyras, Juha, Leppanen, Timo, Laitinen, Tiina, Myllymaa, Sami
Published in IEEE access (2020)
Published in IEEE access (2020)
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Journal Article
Acute stroke and TIA patients have specific polygraphic features of obstructive sleep apnea
Leino, Akseli, Westeren-Punnonen, Susanna, Töyräs, Juha, Myllymaa, Sami, Leppänen, Timo, Ylä-Herttuala, Salla, Muraja-Murro, Anu, Kantanen, Anne-Mari, Autere, Jaana, Jäkälä, Pekka, Mervaala, Esa, Myllymaa, Katja
Published in Sleep & breathing (01.12.2020)
Published in Sleep & breathing (01.12.2020)
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Journal Article
Deep Learning Enables Accurate Automatic Sleep Staging Based on Ambulatory Forehead EEG
Leino, Akseli, Korkalainen, Henri, Kalevo, Laura, Nikkonen, Sami, Kainulainen, Samu, Ryan, Alexander, Duce, Brett, Sipila, Kirsi, Ahlberg, Jari, Sahlman, Johanna, Miettinen, Tomi, Westeren-Punnonen, Susanna, Mervaala, Esa, Toyras, Juha, Myllymaa, Sami, Leppanen, Timo, Myllymaa, Katja
Published in IEEE access (2022)
Published in IEEE access (2022)
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Journal Article
Self-applied electrode set provides a clinically feasible solution enabling EEG recording in home sleep apnea testing
Kalevo, Laura, Miettinen, Tomi, Leino, Akseli, Westeren-Punnonen, Susanna, Sahlman, Johanna, Mervaala, Esa, Toyras, Juha, Leppanen, Timo, Myllymaa, Sami, Myllymaa, Katja
Published in IEEE access (01.01.2022)
Published in IEEE access (01.01.2022)
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Journal Article
Improved Sweat Artifact Tolerance of Screen-Printed EEG Electrodes by Material Selection-Comparison of Electrochemical Properties in Artificial Sweat
Kalevo, Laura, Miettinen, Tomi, Leino, Akseli, Kainulainen, Samu, Myllymaa, Katja, Toyras, Juha, Leppanen, Timo, Myllymaa, Sami
Published in IEEE access (2019)
Published in IEEE access (2019)
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Journal Article
Increased nocturnal arterial pulsation frequencies of obstructive sleep apnoea patients is associated with an increased number of lapses in a psychomotor vigilance task
Kainulainen, Samu, Duce, Brett, Korkalainen, Henri, Leino, Akseli, Huttunen, Riku, Kalevo, Laura, Arnardottir, Erna S, Kulkas, Antti, Myllymaa, Sami, Töyräs, Juha, Leppänen, Timo
Published in ERJ open research (01.10.2020)
Published in ERJ open research (01.10.2020)
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Journal Article
Deep learning enables sleep staging from photoplethysmogram for patients with suspected sleep apnea
Korkalainen, Henri, Aakko, Juhani, Duce, Brett, Kainulainen, Samu, Leino, Akseli, Nikkonen, Sami, Afara, Isaac O, Myllymaa, Sami, Töyräs, Juha, Leppänen, Timo
Published in Sleep (New York, N.Y.) (01.11.2020)
Published in Sleep (New York, N.Y.) (01.11.2020)
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Journal Article
Accurate Deep Learning-Based Sleep Staging in a Clinical Population With Suspected Obstructive Sleep Apnea
Korkalainen, Henri, Aakko, Juhani, Nikkonen, Sami, Kainulainen, Samu, Leino, Akseli, Duce, Brett, Afara, Isaac O., Myllymaa, Sami, Toyras, Juha, Leppanen, Timo
Published in IEEE journal of biomedical and health informatics (01.07.2020)
Published in IEEE journal of biomedical and health informatics (01.07.2020)
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Journal Article
Severe desaturations increase psychomotor vigilance task-based median reaction time and number of lapses in obstructive sleep apnoea patients
Kainulainen, Samu, Duce, Brett, Korkalainen, Henri, Oksenberg, Arie, Leino, Akseli, Arnardottir, Erna S, Kulkas, Antti, Myllymaa, Sami, Töyräs, Juha, Leppänen, Timo
Published in The European respiratory journal (01.04.2020)
Published in The European respiratory journal (01.04.2020)
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Journal Article
1905: Clinical implementation of deep learning-based dose prediction for automated planning
Heikkilä, Janne, Korkalainen, Henri, Leino, Akseli, Ahlnäs, Johannes, Kauppila, Minna, Sinimyrsky, Arthur, Honkanen, Juuso T.J., Seppälä, Jan, Virén, Tuomas
Published in Radiotherapy and oncology (01.05.2024)
Published in Radiotherapy and oncology (01.05.2024)
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Journal Article
Deep learning‐based prediction of the dose–volume histograms for volumetric modulated arc therapy of left‐sided breast cancer
Leino, Akseli, Heikkilä, Janne, Virén, Tuomas, Honkanen, Juuso T. J., Seppälä, Jan, Korkalainen, Henri
Published in Medical physics (Lancaster) (01.11.2024)
Published in Medical physics (Lancaster) (01.11.2024)
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Journal 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, Henri, Leppanen, Timo, Duce, Brett, Kainulainen, Samu, Aakko, Juhani, Leino, Akseli, Kalevo, Laura, Afara, Isaac O., Myllymaa, Sami, Toyras, Juha
Published in IEEE journal of biomedical and health informatics (01.07.2021)
Published in IEEE journal of biomedical and health informatics (01.07.2021)
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Journal Article
Estimating daytime sleepiness with previous night electroencephalography, electrooculography, and electromyography spectrograms in patients with suspected sleep apnea using a convolutional neural network
Nikkonen, Sami, Korkalainen, Henri, Kainulainen, Samu, Myllymaa, Sami, Leino, Akseli, Kalevo, Laura, Oksenberg, Arie, Leppänen, Timo, Töyräs, Juha
Published in Sleep (New York, N.Y.) (01.12.2020)
Published in Sleep (New York, N.Y.) (01.12.2020)
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Journal Article
Neural network analysis of nocturnal SpO2 signal enables easy screening of sleep apnea in patients with acute cerebrovascular disease
Leino, Akseli, Nikkonen, Sami, Kainulainen, Samu, Korkalainen, Henri, Töyräs, Juha, Myllymaa, Sami, Leppänen, Timo, Ylä-Herttuala, Salla, Westeren-Punnonen, Susanna, Muraja-Murro, Anu, Jäkälä, Pekka, Mervaala, Esa, Myllymaa, Katja
Published in Sleep medicine (01.03.2021)
Published in Sleep medicine (01.03.2021)
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Journal Article
Power spectral densities of nocturnal pulse oximetry signals differ in OSA patients with and without daytime sleepiness
Kainulainen, Samu, Töyräs, Juha, Oksenberg, Arie, Korkalainen, Henri, Afara, Isaac O., Leino, Akseli, Kalevo, Laura, Nikkonen, Sami, Gadoth, Natan, Kulkas, Antti, Myllymaa, Sami, Leppänen, Timo
Published in Sleep medicine (01.09.2020)
Published in Sleep medicine (01.09.2020)
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Journal 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, Samu, Töyräs, Juha, Oksenberg, Arie, Korkalainen, Henri, Afara, Isaac O., Leino, Akseli, Kalevo, Laura, Nikkonen, Sami, Gadoth, Natan, Kulkas, Antti, Myllymaa, Sami, Leppänen, Timo
Published in Sleep medicine (01.02.2021)
Published in Sleep medicine (01.02.2021)
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Journal Article
Improved Sweat Artifact Tolerance of Screenprinted EEG Electrodes by Material Selection -Comparison of Electrochemical Properties in Artificial Sweat
Kalevo, Laura, Miettinen, Tomi, Leino, Akseli, Kainulainen, Samu, Myllymaa, Katja, Tvyrds, Juha, Leppdnen, Timo, Myllymaa, Sami
Published in IEEE access (12.09.2019)
Published in IEEE access (12.09.2019)
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Journal Article
Neural network analysis of nocturnal SpO 2 signal enables easy screening of sleep apnea in patients with acute cerebrovascular disease
Leino, Akseli, Nikkonen, Sami, Kainulainen, Samu, Korkalainen, Henri, Töyräs, Juha, Myllymaa, Sami, Leppänen, Timo, Ylä-Herttuala, Salla, Westeren-Punnonen, Susanna, Muraja-Murro, Anu, Jäkälä, Pekka, Mervaala, Esa, Myllymaa, Katja
Published in Sleep medicine (01.03.2021)
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Published in Sleep medicine (01.03.2021)
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