Cargando…

Prediction of Sleep Stages Via Deep Learning Using Smartphone Audio Recordings in Home Environments: Model Development and Validation

BACKGROUND: The growing public interest and awareness regarding the significance of sleep is driving the demand for sleep monitoring at home. In addition to various commercially available wearable and nearable devices, sound-based sleep staging via deep learning is emerging as a decent alternative f...

Descripción completa

Detalles Bibliográficos
Autores principales:	Tran, Hai Hong, Hong, Jung Kyung, Jang, Hyeryung, Jung, Jinhwan, Kim, Jongmok, Hong, Joonki, Lee, Minji, Kim, Jeong-Whun, Kushida, Clete A, Lee, Dongheon, Kim, Daewoo, Yoon, In-Young
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	JMIR Publications 2023
Materias:	Original Paper
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10273036/ https://www.ncbi.nlm.nih.gov/pubmed/37261889 http://dx.doi.org/10.2196/46216

Ejemplares similares

End-to-End Sleep Staging Using Nocturnal Sounds from Microphone Chips for Mobile Devices
por: Hong, Joonki, et al.
Publicado: (2022)

Accuracy of 11 Wearable, Nearable, and Airable Consumer Sleep Trackers: Prospective Multicenter Validation Study
por: Lee, Taeyoung, et al.
Publicado: (2023)

Real-Time Detection of Sleep Apnea Based on Breathing Sounds and Prediction Reinforcement Using Home Noises: Algorithm Development and Validation
por: Le, Vu Linh, et al.
Publicado: (2023)

Confidence-Based Framework Using Deep Learning for Automated Sleep Stage Scoring
por: Hong, Jung Kyung, et al.
Publicado: (2021)

The Relationship Between Smartphone-Recorded Environmental Audio and Symptomatology of Anxiety and Depression: Exploratory Study
por: Di Matteo, Daniel, et al.
Publicado: (2020)

Important advances in sleep research in 2021
por: West, Leslie C, et al.
Publicado: (2022)

The audio recording handbook
por: Kefauver, Alan P
Publicado: (2001)

Prediction of Obstructive Sleep Apnea Based on Respiratory Sounds Recorded Between Sleep Onset and Sleep Offset
por: Kim, Jeong-Whun, et al.
Publicado: (2019)

Associations Between Sleep Quality, Sleep Architecture and Sleep Disordered Breathing and Memory After Continuous Positive Airway Pressure in Patients with Obstructive Sleep Apnea in the Apnea Positive Pressure Long-term Efficacy Study (APPLES)
por: Quan, Stuart F., et al.
Publicado: (2018)

PSG-Audio, a scored polysomnography dataset with simultaneous audio recordings for sleep apnea studies
por: Korompili, Georgia, et al.
Publicado: (2021)

Ropinirole for the treatment of restless legs syndrome
por: Kushida, Clete A
Publicado: (2006)

Plasmon-Assisted Audio Recording
por: Chen, Hao, et al.
Publicado: (2015)

Audio recording for profit: the sound of money
por: Stone, Chris, et al.
Publicado: (2000)

Impact of an Electronic Health Record-Integrated Personal Health Record on Patient Participation in Health Care: Development and Randomized Controlled Trial of MyHealthKeeper
por: Ryu, Borim, et al.
Publicado: (2017)

Volumetric Brain Morphometry Changes in Patients with Obstructive Sleep Apnea Syndrome: Effects of CPAP Treatment and Literature Review
por: Huynh, Nelly T., et al.
Publicado: (2014)

Automatic Recognition, Segmentation, and Sex Assignment of Nocturnal Asthmatic Coughs and Cough Epochs in Smartphone Audio Recordings: Observational Field Study
por: Barata, Filipe, et al.
Publicado: (2020)

Mathematical Equations to Predict Positive Airway Pressures for Obstructive Sleep Apnea: A Systematic Review
por: Camacho, Macario, et al.
Publicado: (2015)

The small molecule kobusone can stimulate islet β-cell replication in vivo
por: Choi, Jin woo, et al.
Publicado: (2021)

Effect of Lifestyle Modification Using a Smartphone Application on Obesity With Obstructive Sleep Apnea: A Short-term, Randomized Controlled Study
por: Cho, Sung-Woo, et al.
Publicado: (2018)

Investigation of Correlated Internet and Smartphone Addiction in Adolescents: Copula Regression Analysis
por: Lee, Minji, et al.
Publicado: (2020)

Practical recording techniques: the step-by-step approach to professional audio recording
por: Bartlett, Bruce, et al.
Publicado: (2013)

Practical recording techniques: the step-by-step approach to professional audio recording
por: Bartlett, Bruce
Publicado: (2013)

Impact of Personal Health Records and Wearables on Health Outcomes and Patient Response: Three-Arm Randomized Controlled Trial
por: Kim, Jeong-Whun, et al.
Publicado: (2019)

Clinical Trial: Magnetoplasmonic ELISA for Urine-based Active Tuberculosis Detection and Anti-Tuberculosis Therapy Monitoring
por: Kim, Jeonghyo, et al.
Publicado: (2021)

Detecting Screams From Home Audio Recordings to Identify Tantrums: Exploratory Study Using Transfer Machine Learning
por: O'Donovan, Rebecca, et al.
Publicado: (2020)

Audio Recording Patient-Nurse Verbal Communications in Home Health Care Settings: Pilot Feasibility and Usability Study
por: Zolnoori, Maryam, et al.
Publicado: (2022)

Retrospective Analysis of Real-World Data for the Treatment of Obstructive Sleep Apnea with Slow Maxillary Expansion Using a Unique Expansion Dental Appliance (DNA)
por: Dao, Nhi, et al.
Publicado: (2023)

Transfer learning for the efficient detection of COVID-19 from smartphone audio data
por: Campana, Mattia Giovanni, et al.
Publicado: (2023)

Comparison of chicken breast quality characteristics and metabolites due to different rearing environments and refrigerated storage
por: Jung, Doo Yeon, et al.
Publicado: (2022)

Automatic Detection and Recognition of Pig Wasting Diseases Using Sound Data in Audio Surveillance Systems
por: Chung, Yongwha, et al.
Publicado: (2013)

The Impact of Patient Education with a Smartphone Application on the Quality of Bowel Preparation for Screening Colonoscopy
por: Cho, JeongHyeon, et al.
Publicado: (2017)

Reply to Singh, G.D. Comment on “Dao et al. Retrospective Analysis of Real-World Data for the Treatment of Obstructive Sleep Apnea with Slow Maxillary Expansion Using a Unique Expansion Dental Appliance (DNA). Pathophysiology 2023, 30, 199–208”
por: Dao, Nhi, et al.
Publicado: (2023)

The sound studio : audio techniques for radio, television, film and recording
por: Nisbett, Alec
Publicado: (2003)

Audio-video recording of informed consent process: Boon or bane
por: Kulkarni, Niranjan G., et al.
Publicado: (2014)

Audio recordings dataset of grazing jaw movements in dairy cattle
por: Vanrell, Sebastián R., et al.
Publicado: (2020)

The Effects of CPAP Treatment on Task Positive and Default Mode Networks in Obstructive Sleep Apnea Patients: An fMRI Study
por: Prilipko, Olga, et al.
Publicado: (2012)

Sleep-Wake Evaluation from Whole-Night Non-Contact Audio Recordings of Breathing Sounds
por: Dafna, Eliran, et al.
Publicado: (2015)

Detection of sleep disordered breathing severity using acoustic biomarker and machine learning techniques
por: Kim, Taehoon, et al.
Publicado: (2018)

Nasopharyngeal Width and Its Association With Sleep-Disordered Breathing Symptoms in Children
por: Lee, Sang-Youp, et al.
Publicado: (2019)

Figure Correction: Detecting Screams From Home Audio Recordings to Identify Tantrums: Exploratory Study Using Transfer Machine Learning
por: O'Donovan, Rebecca, et al.
Publicado: (2020)

Cannot write session to /tmp/vufind_sessions/sess_uho15i40ka0vcnq3mplod9na9i