Sami Myllymaa

University of Eastern Finland

H指数:28

被引数:2,067

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Deep Learning-Based Assessment of Sleepiness from Fingertip Pulse Wave Analysis During Objective Daytime Testing

基于深度学习的指尖脉搏波分析在客观日间测试中对嗜睡状态的评估

Annals of Biomedical Engineering

IF5.4

2026-09-280

Electromyography Frequency Spectrum Is a Better Indicator of Sleep Bruxism Severity Related to Temporomandibular Disorder Pain Than Conventional Masticatory Muscle Activation and Bruxism Time Indices—A Pilot Study

与传统的咀嚼肌激活和磨牙症时间指数相比，肌电图频谱是与颞下颌关节紊乱疼痛相关的睡眠磨牙症严重程度的更好指标-一项初步研究

Journal of Sleep Research

IF3.9

2026-01-250

OAAI

Nocturnal short-term heart rate variability reflects impaired daytime vigilance better than overnight heart rate variability in suspected obstructive sleep apnea patients

疑似阻塞性睡眠呼吸暂停患者的夜间短期心率变异性比夜间心率变异性更好地反映了白天的警惕性

SLEEP

IF4.9

2024-12-130

OAAI

Retrospective validation of automatic sleep analysis with grey areas model for human-in-the-loop scoring approach

用于人类在环评分方法的灰色区域模型自动睡眠分析的回顾性验证

JOURNAL OF SLEEP RESEARCH

IF3.9

2024-10-230

OAAI

Self-applied somnography: technical feasibility of electroencephalography and electro-oculography signal characteristics in sleep staging of suspected sleep-disordered adults

自我应用的somnography: 可疑睡眠障碍成年人的睡眠分期中脑电图和眼电信号特征的技术可行性

JOURNAL OF SLEEP RESEARCH

IF3.9

2023-07-036

An In-Laboratory Comparison of FocusBand EEG Device and Textile Electrodes Against a Medical-Grade System and Wet Gel Electrodes (vol 9, pg 132580, 2021)

IEEE ACCESS

IF3.6

2023-01-010

Generalizable Deep Learning-Based Sleep Staging Approach for Ambulatory Textile Electrode Headband Recordings

IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS

IF6.8

2023-01-017

Desaturation event scoring criteria affect the perceived severity of nocturnal hypoxic load

SLEEP MEDICINE

IF3.4

2022-12-015

OAAI

ABOSA - Freely available automatic blood oxygen saturation signal analysis software: Structure and validation

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

IF4.8

2022-11-0110

OAAI

Editorial: Machine Learning and Wearable Technology in Sleep Medicine

FRONTIERS IN DIGITAL HEALTH

IF3.8

2022-03-022

OAAI

Deep Learning Enables Accurate Automatic Sleep Staging Based on Ambulatory Forehead EEG

深度学习实现基于动态额头脑电图的精确自动睡眠分期

IEEE ACCESS

IF3.6

2022-01-0111

Self-Applied Electrode Set Provides a Clinically Feasible Solution Enabling EEG Recording in Home Sleep Apnea Testing

IEEE ACCESS

IF3.6

2022-01-015

Self-Applied Home Sleep Recordings The Future of Sleep Medicine

自我应用家庭睡眠记录睡眠医学的未来

SLEEP MEDICINE CLINICS

IF4.9

2021-12-0111

PRE

Beyond the apnea-hypopnea index: alternative diagnostic parameters and machine learning solutions for estimation of sleep apnea severity

SLEEP

IF4.9

2021-09-134

OAAI

Low-Dose Doxycycline Treatment Normalizes Levels of Some Salivary Metabolites Associated with Oral Microbiota in Patients with Primary Sjogren's Syndrome

METABOLITES

IF3.7

2021-09-038

OAAI

Diabetes and cardiovascular diseases are associated with the worsening of intermittent hypoxaemia

JOURNAL OF SLEEP RESEARCH

IF3.9

2021-08-108

OAAI

Automatic Respiratory Event Scoring in Obstructive Sleep Apnea Using a Long Short-Term Memory Neural Network

IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS

IF6.8

2021-08-0128

OAAI

Detailed Assessment of Sleep Architecture With Deep Learning and Shorter Epoch-to-Epoch Duration Reveals Sleep Fragmentation of Patients With Obstructive Sleep Apnea

通过深度学习和更短的历元间持续时间对睡眠结构进行详细评估，揭示了阻塞性睡眠呼吸暂停患者的睡眠碎片

IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS

IF6.8

2021-07-0119

OAAI

Assessment of obstructive sleep apnea-related sleep fragmentation utilizing deep learning-based sleep staging from photoplethysmography

利用基于深度学习的睡眠分期从光电容积描记术评估阻塞性睡眠呼吸暂停相关的睡眠碎片

SLEEP

IF4.9

2021-06-0527

OAAI

Total durations of respiratory events are modulated within REM and NREM sleep by sleeping position and obesity in OSA patients

SLEEP MEDICINE

IF3.4

2021-05-018

PREAI

Sami Myllymaa

个人简介

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