Evidence
Stud Health Technol Inform. 2024 Apr 26;313:221-227. doi: 10.3233/SHTI240041.
ABSTRACT
BACKGROUND: This study focuses on the development of a neural network model to predict perceived sleep quality using data from wearable devices. We collected various physiological metrics from 18 participants over four weeks, including heart rate, physical activity, and both device-measured and self-reported sleep quality.
OBJECTIVES: The primary objective was to correlate wearable device data with subjective sleep quality perceptions.
METHODS: Our approach used data processing, feature engineering, and optimizing a Multi-Layer Perceptron classifier.
RESULTS: Despite comprehensive data analysis and model experimentation, the predictive accuracy for perceived sleep quality was moderate (59%), highlighting the complexities in accurately quantifying subjective sleep experiences through wearable data. Applying a tolerance of 1 grade (on a scale from 1-5), increased accuracy to 92%.
DISCUSSION: More in-depth analysis is required to fully comprehend how wearables and artificial intelligence might assist in understanding sleep behavior.
PMID:38682534 | DOI:10.3233/SHTI240041
Add to Google Keep
Estimated reading time: 3 minute(s)
Latest: Psychiatryai.com #RAISR4D
Cool Evidence: Engaging Young People and Students in Real-World Evidence ☀️
Real-Time Evidence Search [Psychiatry]
AI Research [Andisearch.com]
Neural Network-Based Prediction of Perceived Sleep Quality Through Wearable Device Data
🌐 90 Days
VR Related Evidence Matrix
- Neural Network-Based Prediction of Perceived Sleep Quality Through Wearable Device Data
- Investigating the Feasibility of Using a Wearable Device to Measure Physiologic Health Data in Emergency Nurses and Residents: Observational Cohort Study
- Investigating the Feasibility of Using a Wearable Device to Measure Physiologic Health Data in Emergency Nurses and Residents: Observational Cohort Study
- Trajectory of Sleep, Depression and Quality of Life in Pediatric HSCT Recipients
- Interindividual differences in mindfulness are linked to sleep-EEG characteristics
- Sleep Quality in High-Risk Pregnancies: Mixed Methods Results from a Randomized Controlled Trial of a Mindfulness Training Intervention
- Self-reported physical activity and sleep quality is associated with working memory function in middle-aged and older adults during the COVID-19 pandemic
- Remote Evaluation of Sleep and Circadian Rhythms in Older Adults With Mild Cognitive Impairment and Dementia: Protocol for a Feasibility and Acceptability Mixed Methods Study
- Study on Gamma sensory flicker for Insomnia
- Impact of Social Media Addiction and Internet Gaming Disorder on Sleep Quality: Serial Mediation Analyses
- Factors related to sleep quality in hospitalized antepartum women: A cross-sectional study
- Factors related to sleep quality in hospitalized antepartum women: A cross-sectional study
- Sleep and circadian rhythms in adolescents with attempted suicide
- Sleep Quality and Suicidal Ideation in Adolescent Depression: A Chain Mediation Effect of Perceived Social Support and Resilience
- Multi-Sensory Stimuli Improve Relaxation and Sleep Quality in Rotating Shift Workers: A Randomized Controlled Trial
- Multi-Sensory Stimuli Improve Relaxation and Sleep Quality in Rotating Shift Workers: A Randomized Controlled Trial
- Sleep and Caregiver Burden Among Caregivers of Persons Living With Dementia: A Scoping Review
- Estimation bias and agreement limits between two common self-report methods of habitual sleep duration in epidemiological surveys
- Perceived Stress, Grit, and Self-Care Behaviors in First-Year Medical Students
- Association between sleep quality, depressive symptoms, and suicidal ideation in college students
- Sleep duration and perceptions of sleep quality in British Army recruits during basic training - an observational analysis
- Causal dynamics of sleep, circadian rhythm, and mood symptoms in patients with major depression and bipolar disorder: insights from longitudinal wearable device data
- Effects of a family judo program on sleep quality in youth with Autism Spectrum Disorder
- Impact of sleep duration and sleep disturbances on the incidence of dementia and Alzheimer's disease: A 10-year follow-up study
- Sleep, Alcohol and Cannabis Use in College Students With and Without Attention-Deficit/Hyperactivity Disorder
- Major Depressive Disorder Prediction Based on Sleep-Wake Disorders Symptoms in US Adolescents: A Machine Learning Approach from National Sleep Research Resource
- Associations between fears related to safety during sleep and self-reported sleep in men and women living in a low-socioeconomic status setting
- Sleep deprivation detected by voice analysis
- Evaluation of a daily facial massage on perceived sleep quality and well-being: A pilot study
- Psychological and Physical Well-Being in Women Diagnosed with Breast Cancer: A Comprehensive Study of Anxiety, Depression, Sleep Quality, Physical Activity, and Sociodemographic Factors
- Breastfeeding self-efficacy in terms of sleep quality, perceived social support, depression and certain variables: a cross-sectional study of postpartum women in Turkey
- Rest-activity rhythm disruption and metabolic health in schizophrenia: a cross-sectional actigraphy study of community-dwelling people living with schizophrenia and non-psychiatric comparison participants
- Feasibility and acceptability of measuring prenatal stress in daily life using smartphone-based ecological momentary assessment and wearable physiological monitors
- Geriatric depression and anxiety screening via deep learning using activity tracking and sleep data
- The potential of repetitive transcranial magnetic stimulation for addressing sleep difficulties in children with autism - A brief communication
- Habitual Sleep Duration and Health-Related Quality of Life in Family Caregivers: Findings from the Behavioral Risk Factor Surveillance System
- Evaluation of Sleep Quality and Related Factors in Community-Dwelling Adults: Ardakan Cohort Study on Aging (ACSA)
- SCNi Prize Medal lecture: 'Multidimensional sleep health: From concept to clinic'
- Relationships between Sleep Quality, Introspective Accuracy, and Confidence Differ among People with Schizophrenia, Schizoaffective Disorder, and Bipolar Disorder with Psychotic Features
- Feasibility of a breath robot intervention to reduce sleep problems in posttraumatic stress disorder: protocol for a randomized controlled study
- The relationship between COVID-19 stress and test anxiety in art students: the chain mediating roles of intolerance of uncertainty and sleep quality
- Nightly sleep predicts next-morning expectations for stress and positive experiences
- Association Between Sleep Efficiency Variability and Cognition Among Older Adults: Cross-Sectional Accelerometer Study
- The psychological impact of the COVID-19 pandemic on physicians in Puerto Rico: a cross-sectional study after the second wave in 2021
- The psychological impact of the COVID-19 pandemic on physicians in Puerto Rico: a cross-sectional study after the second wave in 2021
- Investigating Receptivity and Affect Using Machine Learning: Ecological Momentary Assessment and Wearable Sensing Study
- Combining wireless radar sleep monitoring device with deep machine learning techniques to assess obstructive sleep apnea severity
- The Burnout PRedictiOn Using Wearable aNd ArtIficial IntelligEnce (BROWNIE) study: a decentralized digital health protocol to predict burnout in registered nurses
- Clinical Characteristics and Treatment Efficacy for Co-Morbid Insomnia and Sleep Apnea (COMISA): Evidence from Qualitative and Quantitative Analysis
- The effect of lavender and bergamot oil applied via inhalation on the anxiety level and sleep quality of surgical intensive care unit patients
- Data Preprocessing Techniques for Artificial Learning (AI)/Machine Learning (ML)-Readiness: Systematic Review of Wearable Sensor Data in Cancer Care
- "Linking smartphone, wearable and medical device data with routinely collected NHS data for the research community"
- Feasibility and Acceptability of Using Wireless Limited Polysomnography to Capture Sleep Before, During, and After Hospitalization for Patients With Planned Cardiothoracic Surgery
- Minimum clinical utility standards for wearable seizure detectors: A simulation study
- The dynamic responses of mood and sleep physiology to chronic sleep restriction and subsequent recovery sleep
- Objective sleep disturbance in nightmares: Is prolonged sleep onset latency a proxy for fear-of-sleep-related arousal?
- Quality-of-life among women with breast cancer: application of the international classification of functioning, disability and health model
- Implementing Gait Kinematic Trajectory Forecasting Models on an Embedded System
- Functions and mechanisms of adenosine and its receptors in sleep regulation
- Psychological symptoms and quality of life in patients with inflammatory bowel disease in China: A multicenter study
- Analyzing the Quality of Life in Individuals with Fragile X Syndrome in Relation to Sleep and Mental Health
- Factors Associated With Poor Sleep Quality Among Primary Healthcare Workers During the SARS-CoV-2 Pandemic
- EEG-based Machine Learning Models for the Prediction of Phenoconversion Time and Subtype in iRBD
- Perivascular space diffusivity and brain microstructural measures are associated with circadian time and sleep quality
Evidence Blueprint
Neural Network-Based Prediction of Perceived Sleep Quality Through Wearable Device Data
☊ AI-Driven Related Evidence Nodes
(recent articles with at least 5 words in title)
More Evidence
Neural Network-Based Prediction of Perceived Sleep Quality Through Wearable Device Data
🌐 365 Days
VR Related Evidence Matrix
- Neural Network-Based Prediction of Perceived Sleep Quality Through Wearable Device Data
- Electroencephalography Microstate Class D is a Brain Marker of Subjective Sleep Quality for College Students with High Habitual Sleep Efficiency
- A standardized workflow for long-term longitudinal actigraphy data processing using one year of continuous actigraphy from the CAN-BIND Wellness Monitoring Study
- The utility of wearable headband electroencephalography and pulse photoplethysmography to assess cortical and physiological arousal in individuals with stress-related mental disorders
- Relationship between sleep quality and marital satisfaction of working women during the premenopausal period
- Application of Noninvasive Brain Stimulation for Sleep Quality Enhancement and Cognitive Improvement
- Subjective Sleep Quality as it Relates to Cognitive and Physical Function in Spinal Muscular Atrophy Patients
- Consumer preferences for sleep-tracking wearables: The role of scientific evaluation and endorsement
- A real-time, personalized sleep intervention using mathematical modelling and wearable devices
- Investigating the Feasibility of Using a Wearable Device to Measure Physiologic Health Data in Emergency Nurses and Residents: Observational Cohort Study
- Investigating the Feasibility of Using a Wearable Device to Measure Physiologic Health Data in Emergency Nurses and Residents: Observational Cohort Study
- The relationship between health belief and sleep quality of Chinese college students: The mediating role of physical activity and moderating effect of mobile phone addiction
- Sleep, physical activity and panic attacks: A two-year prospective cohort study using smartwatches, deep learning and an explainable artificial intelligence model
- Observational study to understand the effect of timing and regularity on sleep metrics and cardiorespiratory parameters using data from a smart bed
- Trajectory of Sleep, Depression and Quality of Life in Pediatric HSCT Recipients
- Sleep Quality, Metabolic Function, Physical Activity, and Neurocognition Among Individuals with Resistant Hypertension
- Interindividual differences in mindfulness are linked to sleep-EEG characteristics
- Quantifying Parkinson's disease severity using mobile wearable devices and machine learning: the ParkApp pilot study protocol
- Sleep Quality in High-Risk Pregnancies: Mixed Methods Results from a Randomized Controlled Trial of a Mindfulness Training Intervention
- Self-reported physical activity and sleep quality is associated with working memory function in middle-aged and older adults during the COVID-19 pandemic
- Sleep quality differentially modulates neural oscillations and proteinopathy in Alzheimer's disease
- Sleep quality differentially modulates neural oscillations and proteinopathy in Alzheimer's disease
- Predicting the relationship between anxiety and health-related quality of life in post-stroke patients: The role of sleep duration
- Remote Evaluation of Sleep and Circadian Rhythms in Older Adults With Mild Cognitive Impairment and Dementia: Protocol for a Feasibility and Acceptability Mixed Methods Study
- The association between sleep quality and obstructive sleep apnea with health-related quality of life in children with obesity
- Study on Gamma sensory flicker for Insomnia
- Impact of Social Media Addiction and Internet Gaming Disorder on Sleep Quality: Serial Mediation Analyses
- Exploring Sleep in Caregivers of Children with Autism Spectrum Disorder (ASD) and the Relationship to Health-Related Quality of Life (HRQoL) and Family Quality of Life (FQoL)
- Hypnosis Intervention for Sleep Disturbances in Individuals with Mild Cognitive Impairment: A Randomized Pilot Study
- Using digital phenotyping to capture depression symptom variability: detecting naturalistic variability in depression symptoms across one year using passively collected wearable movement and sleep data
- Investigation of Sleep Quality and Mental Health of Greek Physicians During the COVID-19 Pandemic
- Sleep Problems in Patients with Psoriatic Arthritis: a systematic literature review and meta-analysis
- A longitudinal examination of psychosocial mechanisms linking discrimination with objective and subjective sleep
- The effect of breathing relaxation to improve poor sleep quality in adults using a huggable human-shaped device: a randomized controlled trial
- The relationship between mental health, sleep quality and the immunogenicity of COVID-19 vaccinations
- Factors related to sleep quality in hospitalized antepartum women: A cross-sectional study
- Factors related to sleep quality in hospitalized antepartum women: A cross-sectional study
- Sleep and circadian rhythms in adolescents with attempted suicide
- Does providing feedback and guidance on sleep perceptions using sleep wearables improves insomnia? Findings from Novel Insomnia Treatment Experiment ("NITE"), a randomised controlled trial
- The impact of sleep quality on mental health in working Australians: A quasi-experimental approach
- A Machine Learning Study to Predict Anxiety on Campuses in Lebanon
- Sleep Quality and Suicidal Ideation in Adolescent Depression: A Chain Mediation Effect of Perceived Social Support and Resilience
- Multi-Sensory Stimuli Improve Relaxation and Sleep Quality in Rotating Shift Workers: A Randomized Controlled Trial
- Multi-Sensory Stimuli Improve Relaxation and Sleep Quality in Rotating Shift Workers: A Randomized Controlled Trial
- Effect of short video addiction on the sleep quality of college students: chain intermediary effects of physical activity and procrastination behavior
- Identifying biomarkers of drug use recurrence using wearable device technologies and phone applications
- The course of insomnia symptoms during the acute treatment of major depressive disorder: A CAN-BIND-1 report
- Does changing perceptions of sleep by incorporating sleep wearables improve insomnia? Protocol for a randomized study (the Novel Insomnia Treatment Experiment)
- Sleep Quality and Cognitive Decline Across the Adult Age Range: Findings from the Maastricht Aging Study (MAAS)
- Challenges in Using mHealth Data From Smartphones and Wearable Devices to Predict Depression Symptom Severity: Retrospective Analysis
- Feasibility of a Self-Administered Hypnosis Intervention for Improving Sleep in College Students
- Sleep and Caregiver Burden Among Caregivers of Persons Living With Dementia: A Scoping Review
- Deficits in brain default mode network connectivity mediate the relationship between poor sleep quality and anxiety severity
- Effect of cognitive behavioural therapy and yoga for generalised anxiety disorder on sleep quality in a randomised controlled trial: the role of worry, mindfulness, and perceived stress as mediators
- Estimation bias and agreement limits between two common self-report methods of habitual sleep duration in epidemiological surveys
- Prediction of Sleep Stages Via Deep Learning Using Smartphone Audio Recordings in Home Environments: Model Development and Validation
- Effects of heart rate variability biofeedback (HRVBFB) on sleep quality and depression among methamphetamine users
- Sex hormones, insomnia, and sleep quality: Subjective sleep in the first year of hormone use in transgender persons
- Developing a novel mobile application for cognitive behavioral therapy for insomnia for people with schizophrenia: integration of wearable and environmental sleep sensors
- Sleep is the best medicine: assessing sleep, disordered eating, and weight-related functioning
- Somno-Art Software identifies pathology-induced changes in sleep parameters similarly to polysomnography
- Association Between Sleep Quantity and Quality in Early Adulthood With Cognitive Function in Midlife
- Perceived Stress, Grit, and Self-Care Behaviors in First-Year Medical Students
- Nighttime sleep quality & daytime sleepiness across inpatient psychiatric treatment is associated with clinical outcomes