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Samu Kainulainen

Observed names: Kainulainen, Samu, S Kainulainen, S. Kainulainen
ORCID: 0000-0003-2798-2115
Observed ORCID: 0000-0003-2798-2115
OpenAlex ID: A5003183974
Accurate Deep Learning-Based Sleep Staging in a Clinical Population with Suspected Obstructive Sleep Apnea
2019 · Henri Korkalainen, Timo Leppanen, et al. · IEEE Journal of Biomedical and Health Informatics · 160
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Deep learning enables sleep staging from photoplethysmogram for patients with suspected sleep apnea
2020 · Henri Korkalainen, Juhani Aakko, et al. · SLEEP · 138
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Severity of Desaturations Reflects OSA-Related Daytime Sleepiness Better Than AHI
2019 · Samu Kainulainen, Juha Töyräs, et al. · Journal of Clinical Sleep Medicine · 120
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Effect of diet-induced weight loss on plasma apelin and cytokine levels in individuals with the metabolic syndrome
2009 · M.V. Heinonen, D.E. Laaksonen, et al. · Nutrition Metabolism and Cardiovascular Diseases · 97
Severe desaturations increase psychomotor vigilance task-based median reaction time and number of lapses in obstructive sleep apnoea patients
2020 · Samu Kainulainen, Brett Duce, et al. · European Respiratory Journal · 69
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Effect of Sweating on Electrode-Skin Contact Impedances and Artifacts in EEG Recordings With Various Screen-Printed Ag/Agcl Electrodes
2020 · Laura Kalevo, Tomi Miettinen, et al. · IEEE Access · 69
Detailed Assessment of Sleep Architecture With Deep Learning and Shorter Epoch-to-Epoch Duration Reveals Sleep Fragmentation of Patients With Obstructive Sleep Apnea
2020 · Henri Korkalainen, Timo Leppanen, et al. · IEEE Journal of Biomedical and Health Informatics · 54
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Longer apneas and hypopneas are associated with greater ultra-short-term HRV in obstructive sleep apnea
2020 · Salla Hietakoste, Henri Korkalainen, et al. · Scientific Reports · 42
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Multicentre sleep‐stage scoring agreement in the Sleep Revolution project
2023 · Sami Nikkonen, Pranavan Somaskandhan, et al. · Journal of Sleep Research · 39
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Neural network analysis of nocturnal SpO2 signal enables easy screening of sleep apnea in patients with acute cerebrovascular disease
2020 · Akseli Leino, Sami Nikkonen, et al. · Sleep Medicine · 38
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Pulse Oximetry: The Working Principle, Signal Formation, and Applications
2022 · Timo Leppänen, Samu Kainulainen, et al. · Advances in experimental medicine and biology · 35
Review and perspective on sleep-disordered breathing research and translation to clinics
2023 · Henri Korkalainen, Samu Kainulainen, et al. · Sleep Medicine Reviews · 25
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Deep Learning Enables Accurate Automatic Sleep Staging Based on Ambulatory Forehead EEG
2022 · Akseli Leino, Henri Korkalainen, et al. · IEEE Access · 23
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Comparison of EEG Signal Characteristics Between Polysomnography and Self Applied Somnography Setup in a Pediatric Cohort
2021 · Samu Kainulainen, Henri Korkalainen, et al. · IEEE Access · 20
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Self-Applied Home Sleep Recordings
2021 · Henri Korkalainen, Sami Nikkonen, et al. · Sleep Medicine Clinics · 18
Estimating daytime sleepiness with previous night electroencephalography, electrooculography, and electromyography spectrograms in patients with suspected sleep apnea using a convolutional neural network
2020 · Sami Nikkonen, Henri Korkalainen, et al. · SLEEP · 18
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Self‐applied somnography: technical feasibility of electroencephalography and electro‐oculography signal characteristics in sleep staging of suspected sleep‐disordered adults
2023 · Matias Rusanen, Henri Korkalainen, et al. · Journal of Sleep Research · 17
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Gamma Power of Electroencephalogram Arousal Is Modulated by Respiratory Event Type and Severity in Obstructive Sleep Apnea
2021 · Henna Pitkanen, Brett Duce, et al. · IEEE Transactions on Biomedical Engineering · 17
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Power spectral densities of nocturnal pulse oximetry signals differ in OSA patients with and without daytime sleepiness
2020 · Samu Kainulainen, Juha Töyräs, et al. · Sleep Medicine · 16
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Improved Sweat Artifact Tolerance of Screen-Printed EEG Electrodes by Material Selection-Comparison of Electrochemical Properties in Artificial Sweat
2019 · Laura Kalevo, Tomi Miettinen, et al. · IEEE Access · 15
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Oxygen resaturation rate is significantly associated with objectively assessed excessive daytime sleepiness in suspected obstructive sleep apnoea patients
2023 · Timothy P. Howarth, Tuomas Karhu, et al. · Sleep Medicine · 14
Generalizable Deep Learning-Based Sleep Staging Approach for Ambulatory Textile Electrode Headband Recordings
2023 · Matias Rusanen, Riku Huttunen, et al. · IEEE Journal of Biomedical and Health Informatics · 14
Obstructive Sleep Apnea Patients With Atrial Arrhythmias Suffer From Prolonged Recovery From Desaturations
2023 · Marika Rissanen, Henri Korkalainen, et al. · IEEE Transactions on Biomedical Engineering · 14
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Increased Flow Limitation During Sleep Is Associated With Increased Psychomotor Vigilance Task Lapses in Individuals With Suspected OSA
2023 · Eric Staykov, Dwayne L. Mann, et al. · CHEST Journal · 13
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Obstructive sleep apnoea-related respiratory events and desaturation severity are associated with the cardiac response
2022 · Salla Hietakoste, Tuomas Karhu, et al. · ERJ Open Research · 13
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Works count: 82
Citation count: 1,265
H-index: 17
I10-index: 30
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