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A Comprehensive Survey on Wearable Computing for Mental and Physical Health Monitoring

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Effect of a Home-Based Wearable Continuous ECG Monitoring Patch on Detection of Undiagnosed Atrial Fibrillation
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Passive Detection of Atrial Fibrillation Using a Commercially Available Smartwatch
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Flexible and Stretchable Medical Devices
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Wearable respiratory sensors for COVID‐19 monitoring
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Brain-Computer Interface Design and Neurofeedback Training in the Case of ADHD Rehabilitation
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A Review of Evaluation Metrics in Machine Learning Algorithms
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HIPAA and GDPR Compliance in IoT Healthcare Systems
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MeciFace: Mechanomyography and Inertial Fusion-Based Glasses for Edge Real-Time Recognition of Facial and Eating Activities
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Bipolar Disorder Detection Using Machine Learning Technique
inferredcites →https://doi.org/10.1007/978-3-319-16226-3_5openalex-snapshot
Personalized Physical Activity Monitoring Using Wearable Sensors
inferredcites →https://doi.org/10.1007/s10047-016-0904-yopenalex-snapshot
Current topics in glycemic control by wearable artificial pancreas or bedside artificial pancreas with closed-loop system
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Reliability of an all-in-one wearable sensor for continuous vital signs monitoring in high-risk patients: the NIGHTINGALE clinical validation study
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Hybrid IoT-Edge-Cloud Computing-based Athlete Healthcare Framework: Digital Twin Initiative
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Design Aspects of Body-Worn UWB Antenna for Body-Centric Communication: A Review
inferredcites →https://doi.org/10.1007/s11920-022-01358-9openalex-snapshot
Digital Phenotyping for Mental Health: Reviewing the Challenges of Using Data to Monitor and Predict Mental Health Problems
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Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support
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A BCI video game using neurofeedback improves the attention of children with autism
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Cloud-centric IoT based student healthcare monitoring framework
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Measuring mental workload using physiological measures: A systematic review
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Effectiveness, Usability, and Cost-Benefit of a Virtual Reality–Based Telerehabilitation Program for Balance Recovery After Stroke: A Randomized Controlled Trial
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Wearable textile sensors for continuous glucose monitoring
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Postural control and gait measures derived from wearable inertial measurement unit devices in Huntington's disease: Recommendations for clinical outcomes
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A Survey on Wearable Technology: History, State-of-the-Art and Current Challenges
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Deep learning for the internet of things: Potential benefits and use-cases
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Continuous glucose monitoring: A review of the technology and clinical use
inferredcites →https://doi.org/10.1016/j.elecom.2025.107894openalex-snapshot
Non-invasive wearable electrochemical sensors for continuous glucose monitoring
inferredcites →https://doi.org/10.1016/j.engappai.2023.105993openalex-snapshot
A review of wearable sensors based fall-related recognition systems
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An enhanced estimate of initial contact and final contact instants of time using lower trunk inertial sensor data
inferredcites →https://doi.org/10.1016/j.heliyon.2024.e28688openalex-snapshot
Development of artificial intelligence edge computing based wearable device for fall detection and prevention of elderly people
inferredcites →https://doi.org/10.1016/j.ijmedinf.2022.104696openalex-snapshot
Reporting adherence, validity and physical activity measures of wearable activity trackers in medical research: A systematic review
inferredcites →https://doi.org/10.1016/j.inffus.2019.04.001openalex-snapshot
A survey on big data-driven digital phenotyping of mental health
inferredcites →https://doi.org/10.1016/j.jacc.2018.03.003openalex-snapshot
Smartwatch Algorithm for Automated Detection of Atrial Fibrillation
inferredcites →https://doi.org/10.1016/j.jbi.2019.103139openalex-snapshot
Stress detection in daily life scenarios using smart phones and wearable sensors: A survey
inferredcites →https://doi.org/10.1016/j.jpdc.2017.11.018openalex-snapshot
Cloud-centric IoT based disease diagnosis healthcare framework
inferredcites →https://doi.org/10.1016/j.procs.2020.06.049openalex-snapshot
An Edge Computing Based Fall Detection System for Elderly Persons
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Explainable AI and Interpretable Machine Learning: A Case Study in Perspective
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A Deep Learning Approach to Automated Sleep Stages Classification Using Multi-Modal Signals
inferredcites →https://doi.org/10.1016/j.sleep.2024.01.021openalex-snapshot
Sleep duration and mental health in young adults
inferredcites →https://doi.org/10.1016/j.sleep.2024.02.018openalex-snapshot
Sleep problems during early and late infancy: Diverse impacts on child development trajectories across multiple domains
inferredcites →https://doi.org/10.1016/j.sleep.2024.02.022openalex-snapshot
Sleep-wake dependent hippocampal regulation of fear memory
inferredcites →https://doi.org/10.1016/j.smrv.2019.101227openalex-snapshot
A systematic review of the accuracy of sleep wearable devices for estimating sleep onset
inferredcites →https://doi.org/10.1017/s0033291717000186openalex-snapshot
Sleep and circadian rhythm disturbance in bipolar disorder
inferredcites →https://doi.org/10.1038/nature16521openalex-snapshot
Fully integrated wearable sensor arrays for multiplexed in situ perspiration analysis
inferredcites →https://doi.org/10.1038/s41378-024-00858-3openalex-snapshot
A novel wearable device integrating ECG and PCG for cardiac health monitoring
inferredcites →https://doi.org/10.1038/s41386-020-00830-5openalex-snapshot
Real-time mobile monitoring of bipolar disorder: a review of evidence and future directions
inferredcites →https://doi.org/10.1038/s41398-021-01445-0openalex-snapshot
Personalized machine learning of depressed mood using wearables
inferredcites →https://doi.org/10.1038/s41427-023-00513-9openalex-snapshot
Wearable respiratory sensors for health monitoring
inferredcites →https://doi.org/10.1038/s41578-022-00460-xopenalex-snapshot
End-to-end design of wearable sensors
inferredcites →https://doi.org/10.1038/s41591-024-03094-4openalex-snapshot
Consumer wearable devices for evaluation of heart rate control using digoxin versus beta-blockers: the RATE-AF randomized trial
inferredcites →https://doi.org/10.1038/s41598-021-99682-2openalex-snapshot
A wearable eddy current based pulmonary function sensor for continuous non-contact point-of-care monitoring during the COVID-19 pandemic
inferredcites →https://doi.org/10.1038/s41598-024-73557-8openalex-snapshot
Validation and user experience of a dry electrode based Health Patch for heart rate and respiration rate monitoring
inferredcites →https://doi.org/10.1038/s41598-025-09696-3openalex-snapshot
A hybrid fog-edge computing architecture for real-time health monitoring in IoMT systems with optimized latency and threat resilience
inferredcites →https://doi.org/10.1038/s41598-025-98276-6openalex-snapshot
Seasonal, weekly, and individual variations in long-term use of wearable medical devices for diabetes management
inferredcites →https://doi.org/10.1038/s41746-018-0074-9openalex-snapshot
Large-scale wearable data reveal digital phenotypes for daily-life stress detection
inferredcites →https://doi.org/10.1038/s41746-021-00541-1openalex-snapshot
Predicting changes in glycemic control among adults with prediabetes from activity patterns collected by wearable devices
inferredcites →https://doi.org/10.1038/s41746-023-00962-0openalex-snapshot
Wearable technology interventions in patients with chronic obstructive pulmonary disease: a systematic review and meta-analysis
inferredcites →https://doi.org/10.1038/s41746-024-01016-9openalex-snapshot
Evaluating reliability in wearable devices for sleep staging
inferredcites →https://doi.org/10.1038/s41746-024-01062-3openalex-snapshot
Self-supervised learning for human activity recognition using 700,000 person-days of wearable data
inferredcites →https://doi.org/10.1038/s41746-025-01602-5openalex-snapshot
The comprehensive clinical benefits of digital phenotyping: from broad adoption to full impact
inferredcites →https://doi.org/10.1038/s44222-023-00094-wopenalex-snapshot
Wearable flexible microfluidic sensing technologies
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Wearable sensors: modalities, challenges, and prospects
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Smart fibers and textiles for emerging clothe-based wearable electronics: materials, fabrications and applications
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Advanced nanomaterials for electrochemical sensors: application in wearable tear glucose sensing technology
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Autonomous wearable sensing enabled by capillary microfluidics: a review
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Recent trends in electro-microfluidic devices for wireless monitoring of biomarker levels
inferredcites →https://doi.org/10.1080/17434440.2021.1988849openalex-snapshot
Wearable inertial sensors for human movement analysis: a five-year update
inferredcites →https://doi.org/10.1088/1361-6579/acead2openalex-snapshot
The 2023 wearable photoplethysmography roadmap
inferredcites →https://doi.org/10.1093/comjnl/bxt075openalex-snapshot
Recognizing Daily and Sports Activities in Two Open Source Machine Learning Environments Using Body-Worn Sensor Units
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A Novel Sensor-Based Methodology for Learner's Motivation Analysis in Game-Based Learning
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Differential privacy in health research: A scoping review
inferredcites →https://doi.org/10.1093/sleep/zsab088openalex-snapshot
Meta-analysis of age and actigraphy-assessed sleep characteristics across the lifespan
inferredcites →https://doi.org/10.1093/sleep/zsz180openalex-snapshot
Sleep stage prediction with raw acceleration and photoplethysmography heart rate data derived from a consumer wearable device
inferredcites →https://doi.org/10.1093/sleep/zsz254openalex-snapshot
Wearable technologies for developing sleep and circadian biomarkers: a summary of workshop discussions
inferredcites →https://doi.org/10.1109/access.2019.2919407openalex-snapshot
Unobtrusive and Continuous BCG-Based Human Identification Using a Microbend Fiber Sensor
inferredcites →https://doi.org/10.1109/access.2020.2981300openalex-snapshot
Chest Wearable Apparatus for Cuffless Continuous Blood Pressure Measurements Based on PPG and PCG Signals
inferredcites →https://doi.org/10.1109/access.2020.2986329openalex-snapshot
Wearables and the Internet of Things (IoT), Applications, Opportunities, and Challenges: A Survey
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Machine Learning and End-to-End Deep Learning for Monitoring Driver Distractions From Physiological and Visual Signals
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Towards Energy Efficiency in the Internet of Wearable Things: A Systematic Review
inferredcites →https://doi.org/10.1109/access.2021.3113824openalex-snapshot
A Pose Estimation-Based Fall Detection Methodology Using Artificial Intelligence Edge Computing
inferredcites →https://doi.org/10.1109/access.2022.3210518openalex-snapshot
Recent Advancement in Sleep Technologies: A Literature Review on Clinical Standards, Sensors, Apps, and AI Methods
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A Systematic Review of Graph Neural Network in Healthcare-Based Applications: Recent Advances, Trends, and Future Directions
inferredcites →https://doi.org/10.1109/access.2024.3358827openalex-snapshot
A Review on the Application of Internet of Medical Things in Wearable Personal Health Monitoring: A Cloud-Edge Artificial Intelligence Approach
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Non-Invasive Glucose Measurement Technologies: Recent Advancements and Future Challenges
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Digital Privacy in Healthcare: State-of-the-Art and Future Vision
inferredcites →https://doi.org/10.1109/access.2025.3529437openalex-snapshot
State of the Art Review of Wearable Devices for Respiratory Monitoring
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A Survey of Privacy Concerns in Wearable Devices
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A new BCG-based wearable monitoring system
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Demonstration of a NEMS Comb Drive for the Use of High Speed, High Efficiency Analog Multiplications
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Sensor fusion and distributed platform development for artificial pancreas
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Noninvasive Wearable Device for Monitoring and Assisting Asthma Patients
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Edge Federated Learning for Smart HealthCare Systems: Applications and Challenges
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UWB Sensor Assisted Self-Quarantined Person Health Status Monitoring using LSTM
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A Rigorous Analysis of Biomedical Edge Computing: An Arrhythmia Classification Use-Case Leveraging Deep Learning
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DeepX: A Software Accelerator for Low-Power Deep Learning Inference on Mobile Devices
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Architecture of an ultra wideband wireless body area network for medical applications
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Smart Health Monitoring for Seizure Detection using Mobile Edge Computing
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Wearable Monitoring for Mood Recognition in Bipolar Disorder Based on History-Dependent Long-Term Heart Rate Variability Analysis
inferredcites →https://doi.org/10.1109/jbhi.2019.2911367openalex-snapshot
LSTM-Based ECG Classification for Continuous Monitoring on Personal Wearable Devices
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5G in Healthcare: From COVID-19 to Future Challenges
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Edge Intelligence: Federated Learning-Based Privacy Protection Framework for Smart Healthcare Systems
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An Edge-Fog Computing-Enabled Lossless EEG Data Compression With Epileptic Seizure Detection in IoMT Networks
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Federated Learning for the Healthcare Metaverse: Concepts, Applications, Challenges, and Future Directions
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Federated Learning for Medical Applications: A Taxonomy, Current Trends, Challenges, and Future Research Directions
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Contactless Methods For Measuring Respiratory Rate: A Review
inferredcites →https://doi.org/10.1109/jsen.2021.3064219openalex-snapshot
Development of a PPG Sensor Array as a Wearable Device for Monitoring Cardiovascular Metrics
inferredcites →https://doi.org/10.1109/jsen.2021.3069460openalex-snapshot
PPG-Based Smart Wearable Device With Energy-Efficient Computing for Mobile Health-Care Applications
inferredcites →https://doi.org/10.1109/jsen.2021.3069927openalex-snapshot
Human Activity Recognition With Smartphone and Wearable Sensors Using Deep Learning Techniques: A Review
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Lower Limb Sensor-to-Segment Calibration for Joint Kinematics Analysis With Inertial Measurement Units: Is There an Ideal Method?
inferredcites →https://doi.org/10.1109/jsen.2022.3224411openalex-snapshot
Wearable Vital Signs Monitoring for Patients With Asthma: A Review
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A Novel BCG Heart Rate Detection System Using a Piezoelectric Sensor Embedded in a Shoe Insole
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Deep Learning for the Internet of Things
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A survey of mobile phone sensing
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Understanding the Limits of LoRaWAN
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ECG WATCH: a real time wireless wearable ECG
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FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare
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Wearable Wireless Health Monitoring: Current Developments, Challenges, and Future Trends
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ECG signal analysis and arrhythmia detection on IoT wearable medical devices
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Creating the Artificial Pancreas: This Wearable Device Senses Blood Glucose and Administers Insulin Accordingly
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Recent Trends, Construction, and Applications of Smart Textiles and Clothing for Monitoring of Health Activity: A Comprehensive Multidisciplinary Review
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A Survey on Human Activity Recognition using Wearable Sensors
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Collaborative Edge-Cloud AI for IoT Driven Secure Healthcare System
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Q-PPG: Energy-Efficient PPG-Based Heart Rate Monitoring on Wearable Devices
inferredcites →https://doi.org/10.1109/tbme.2021.3092206openalex-snapshot
Real-Time EEG-Based Cognitive Workload Monitoring on Wearable Devices
inferredcites →https://doi.org/10.1109/tensymp61132.2024.10752224openalex-snapshot
Personalized Healthcare Empowered: Federated Learning Integration with Wearable Device Data for Enhanced Patient Insights
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Using PPG Signals and Wearable Devices for Atrial Fibrillation Screening
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A Proof-of-Concept Study on Noncontact BCG-Based Cardiac Monitoring for In-Patients With Sleep Apnea Syndrome Using Piezoelectric Ceramics
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Discriminating Stress From Cognitive Load Using a Wearable EDA Device
inferredcites →https://doi.org/10.1109/tmc.2020.3045266openalex-snapshot
FedHome: Cloud-Edge Based Personalized Federated Learning for In-Home Health Monitoring
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Energy-Efficient Long-term Continuous Personal Health Monitoring
inferredcites →https://doi.org/10.1109/tnsre.2024.3435042openalex-snapshot
Wearable Technologies for Monitoring Upper Extremity Functions During Daily Life in Neurologically Impaired Individuals
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A Survey on Wearable Sensor-Based Systems for Health Monitoring and Prognosis
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Circadian rhythm in bipolar disorder: A review of the literature
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Daily electronic self-monitoring of subjective and objective symptoms in bipolar disorder—the MONARCA trial protocol (MONitoring, treAtment and pRediCtion of bipolAr disorder episodes): a randomised controlled single-blind trial
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Digital phenotyping for mental health of college students: a clinical review
inferredcites →https://doi.org/10.1145/2750858.2805845openalex-snapshot
Trajectories of depression
inferredcites →https://doi.org/10.1145/2851613.2851683openalex-snapshot
Privacy-enabled remote health monitoring applications for resource constrained wearable devices
inferredcites →https://doi.org/10.1145/2950112.2964585openalex-snapshot
Cognitive workload classification using eye-tracking and EEG data
inferredcites →https://doi.org/10.1145/2968219.2968302openalex-snapshot
A wearable system for mood assessment considering smartphone features and data from mobile ECGs
inferredcites →https://doi.org/10.1145/2968219.2968306openalex-snapshot
Continuous stress detection using a wrist device
inferredcites →https://doi.org/10.1145/3191769openalex-snapshot
Defining Adherence
inferredcites →https://doi.org/10.1145/3400030openalex-snapshot
Biometric Systems Utilising Health Data from Wearable Devices
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Survey of Post-OCR Processing Approaches
inferredcites →https://doi.org/10.1145/3565973openalex-snapshot
Graph Neural Networks in IoT: A Survey
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Transfer Learning in Sensor-Based Human Activity Recognition: A Survey
inferredcites →https://doi.org/10.1146/annurev-anchem-091322-082930openalex-snapshot
Wearable Microfluidics for Continuous Assay
inferredcites →https://doi.org/10.1146/annurev-clinpsy-032816-044949openalex-snapshot
Personal Sensing: Understanding Mental Health Using Ubiquitous Sensors and Machine Learning
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Wearable Devices: Implications for Precision Medicine and the Future of Health Care
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Review—Smart Wearable Sensors for Health and Lifestyle Monitoring: Commercial and Emerging Solutions
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How consumer physical activity monitors could transform human physiology research
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Wearable physiological systems and technologies for metabolic monitoring
inferredcites →https://doi.org/10.1155/2020/2132138openalex-snapshot
Wearable Sensor-Based Human Activity Recognition Using Hybrid Deep Learning Techniques
inferredcites →https://doi.org/10.1155/2021/5563338openalex-snapshot
Real Time Arrhythmia Monitoring and Classification Based on Edge Computing and DNN
inferredcites →https://doi.org/10.1177/0017896912452071openalex-snapshot
Mobile phone-based behavioural interventions for health: A systematic review
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Significance and Reliability of MARD for the Accuracy of CGM Systems
inferredcites →https://doi.org/10.1177/19322968221116393openalex-snapshot
Detection of Hypoglycemia and Hyperglycemia Using Noninvasive Wearable Sensors: Electrocardiograms and Accelerometry
inferredcites →https://doi.org/10.1177/19322968231170242openalex-snapshot
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inferredcites →https://doi.org/10.1183/20734735.008417openalex-snapshot
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inferredcites →https://doi.org/10.1186/1743-0003-2-2openalex-snapshot
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inferredcites →https://doi.org/10.1186/s13030-019-0160-5openalex-snapshot
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inferredcites →https://doi.org/10.1348/135910709x466063openalex-snapshot
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inferredcites →https://doi.org/10.15406/ijbsbe.2018.04.00125openalex-snapshot
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inferredcites →https://doi.org/10.2196/12814openalex-snapshot
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inferredcites →https://doi.org/10.2196/23681openalex-snapshot
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inferredcites →https://doi.org/10.2196/40474openalex-snapshot
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inferredcites →https://doi.org/10.2196/mhealth.2654openalex-snapshot
Regulatory Barriers Blocking Standardization of Interoperability
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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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