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Advancements in Wearable Sensor Technologies for Health Monitoring in Terms of Clinical Applications, Rehabilitation, and Disease Risk Assessment: Systematic Review

https://doi.org/10.2196/76084
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/s13239-023-00657-3openalex-snapshot
An IMU-Based Wearable System for Respiratory Rate Estimation in Static and Dynamic Conditions
inferredcites →https://doi.org/10.1016/j.birob.2023.100089openalex-snapshot
Wearable sensors for activity monitoring and motion control: A review
inferredcites →https://doi.org/10.1016/j.bspc.2021.103197openalex-snapshot
Wearable sensors and machine learning in post-stroke rehabilitation assessment: A systematic review
inferredcites →https://doi.org/10.1016/j.isci.2023.107485openalex-snapshot
Clinical applications of smart wearable sensors
inferredcites →https://doi.org/10.1016/j.mcpdig.2024.05.003openalex-snapshot
Economic Perspective of the Use of Wearables in Health Care: A Systematic Review
inferredcites →https://doi.org/10.1016/j.pmrj.2018.06.013openalex-snapshot
Wearable Movement Sensors for Rehabilitation: A Focused Review of Technological and Clinical Advances
inferredcites →https://doi.org/10.1016/j.resplu.2024.100576openalex-snapshot
Rationale and design of the BECA project: Smartwatch-based activation of the chain of survival for out-of-hospital cardiac arrest
inferredcites →https://doi.org/10.1038/s41746-019-0217-7openalex-snapshot
Development of digital biomarkers for resting tremor and bradykinesia using a wrist-worn wearable device
inferredcites →https://doi.org/10.1038/s43856-025-00770-5openalex-snapshot
Using wearable sensors and machine learning to assess upper limb function in Huntington’s disease
inferredcites →https://doi.org/10.1049/htl.2015.0028openalex-snapshot
Optical wireless connected objects for healthcare
inferredcites →https://doi.org/10.1080/02640414.2022.2107816openalex-snapshot
Tibial bone forces can be monitored using shoe-worn wearable sensors during running
inferredcites →https://doi.org/10.1080/17483107.2024.2405895openalex-snapshot
Validity of a wrist-worn consumer-grade wearable for estimating energy expenditure, sedentary behaviour, and physical activity in manual wheelchair users with spinal cord injury
inferredcites →https://doi.org/10.1155/2022/1580134openalex-snapshot
Data Feature Extraction Method of Wearable Sensor Based on Convolutional Neural Network
inferredcites →https://doi.org/10.1159/000488040openalex-snapshot
Free-Living Physical Activity Monitoring in Adult US Patients with Multiple Sclerosis Using a Consumer Wearable Device
inferredcites →https://doi.org/10.1159/000493277openalex-snapshot
Observational Study of a Wearable Sensor and Smartphone Application Supporting Unsupervised Exercises to Assess Pain and Stiffness
inferredcites →https://doi.org/10.1159/000502136openalex-snapshot
Quantification of Motor Function in Huntington Disease Patients Using Wearable Sensor Devices
inferredcites →https://doi.org/10.1161/jaha.115.002239openalex-snapshot
mActive: A Randomized Clinical Trial of an Automated mHealth Intervention for Physical Activity Promotion
inferredcites →https://doi.org/10.1177/27536351241311845openalex-snapshot
Unsupervised Assessment of Frailty Status Using Wearable Sensors: A Feasibility Study among Community-Dwelling Older Adults
inferredcites →https://doi.org/10.1186/s12890-020-01313-5openalex-snapshot
New strategies of physical activity assessment in cystic fibrosis: a pilot study
inferredcites →https://doi.org/10.1353/ken.2011.0019openalex-snapshot
Health Researchers' Ancillary Care Obligations in Low-Resource Settings: How Can We Tell What Is Morally Required?
inferredcites →https://doi.org/10.2196/14090openalex-snapshot
A Combination of Indoor Localization and Wearable Sensor–Based Physical Activity Recognition to Assess Older Patients Undergoing Subacute Rehabilitation: Baseline Study Results
inferredcites →https://doi.org/10.2196/16925openalex-snapshot
Mobile Health Apps in Pediatric Obesity Treatment: Process Outcomes From a Feasibility Study of a Multicomponent Intervention
inferredcites →https://doi.org/10.2196/17841openalex-snapshot
Adherence Tracking With Smart Watches for Shoulder Physiotherapy in Rotator Cuff Pathology: Protocol for a Longitudinal Cohort Study
inferredcites →https://doi.org/10.2196/42714openalex-snapshot
Detecting Medication-Taking Gestures Using Machine Learning and Accelerometer Data Collected via Smartwatch Technology: Instrument Validation Study
inferredcites →https://doi.org/10.2196/59587openalex-snapshot
Data Preprocessing Techniques for AI and Machine Learning Readiness: Scoping Review of Wearable Sensor Data in Cancer Care
inferredcites →https://doi.org/10.3389/fspor.2024.1381020openalex-snapshot
Quantifying lumbar sagittal plane kinematics using a wrist-worn inertial measurement unit
inferredcites →https://doi.org/10.3390/diagnostics15010036openalex-snapshot
Validity of Wearable Inertial Sensors for Gait Analysis: A Systematic Review
inferredcites →https://doi.org/10.3390/healthcare10101940openalex-snapshot
Recent Advancements in Emerging Technologies for Healthcare Management Systems: A Survey
inferredcites →https://doi.org/10.3390/ijerph16214244openalex-snapshot
Daily Physical Activity Among Toddlers: Hip and Wrist Accelerometer Assessments
inferredcites →https://doi.org/10.3390/s19092183openalex-snapshot
The Validity of a Mixed Reality-Based Automated Functional Mobility Assessment
inferredcites →https://doi.org/10.3390/s20123601openalex-snapshot
Wearable Monitoring and Interpretable Machine Learning Can Objectively Track Progression in Patients during Cardiac Rehabilitation
inferredcites →https://doi.org/10.3390/s21082869openalex-snapshot
An Intelligent In-Shoe System for Gait Monitoring and Analysis with Optimized Sampling and Real-Time Visualization Capabilities
inferredcites →https://doi.org/10.3390/s21155143openalex-snapshot
Remote Patient Monitoring with Wearable Sensors Following Knee Arthroplasty
inferredcites →https://doi.org/10.3390/s21196621openalex-snapshot
Head Trajectory Diagrams for Gait Symmetry Analysis Using a Single Head-Worn IMU
inferredcites →https://doi.org/10.3390/s22010054openalex-snapshot
Predicting Fall Counts Using Wearable Sensors: A Novel Digital Biomarker for Parkinson’s Disease
inferredcites →https://doi.org/10.3390/s22020598openalex-snapshot
Visualization-Driven Time-Series Extraction from Wearable Systems Can Facilitate Differentiation of Passive ADL Characteristics among Stroke and Healthy Older Adults
inferredcites →https://doi.org/10.3390/s22186982openalex-snapshot
How Much Data Is Enough? A Reliable Methodology to Examine Long-Term Wearable Data Acquisition in Gait and Postural Sway
inferredcites →https://doi.org/10.3390/s23042066openalex-snapshot
Recognizing Human Activity of Daily Living Using a Flexible Wearable for 3D Spine Pose Tracking
inferredcites →https://doi.org/10.3390/s23104585openalex-snapshot
Balance Assessment Using a Smartwatch Inertial Measurement Unit with Principal Component Analysis for Anatomical Calibration
inferredcites →https://doi.org/10.3390/s23187667openalex-snapshot
The Application of Wearable Sensors and Machine Learning Algorithms in Rehabilitation Training: A Systematic Review
inferredcites →https://doi.org/10.3390/s24020554openalex-snapshot
Wearable Sensor to Monitor Quality of Upper Limb Task Practice for Stroke Survivors at Home
inferredcites →https://doi.org/10.3390/s24196426openalex-snapshot
Wearable Sensors, Data Processing, and Artificial Intelligence in Pregnancy Monitoring: A Review

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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inferred← citeshttps://doi.org/10.1016/j.jbmt.2026.08.015openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.mlwa.2026.100945openalex-snapshot
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inferred← citeshttps://doi.org/10.1109/aic70896.2026.11717002openalex-snapshot
Adaptive Sensor Fusion and Machine Learning Framework for Movement Detection in Rehabilitation System
inferred← citeshttps://doi.org/10.1109/aiotc71250.2026.11689205openalex-snapshot
Flexible Wearable Devices and Artificial Intelligence Algorithms: From Rigid Sensing to Flexible Intelligence for Chronic Disease Monitoring and Rehabilitation
inferred← citeshttps://doi.org/10.1109/biosmart71257.2026.11598073openalex-snapshot
A Deep Learning Framework for User Identification Using 8-Channel sEMG Biometrics
inferred← citeshttps://doi.org/10.1109/nelex69209.2026.11590442openalex-snapshot
Gait Guard: Speed and Applied Load Measurement Monitoring Wearable Sock System
inferred← citeshttps://doi.org/10.1109/sr.2026.3715381openalex-snapshot
Methodologies and Techniques for Metrological Characterization of Wearable Devices
inferred← citeshttps://doi.org/10.1155/padi/8598501openalex-snapshot
Clinical Validity of Wrist‐ and Trunk‐Worn Sensor‐Derived Data Models in Parkinson’s Disease
inferred← citeshttps://doi.org/10.1186/s12872-026-06041-yopenalex-snapshot
Effects of cardiac telerehabilitation versus center-based cardiac rehabilitation on cardiorespiratory fitness in patients with coronary artery disease: a meta-analysis
inferred← citeshttps://doi.org/10.2196/83194openalex-snapshot
Utility of Tablet-Based Eye Tracking for Early Screening of Poststroke Cognitive Impairment: Diagnostic Cohort Study
inferred← citeshttps://doi.org/10.2196/86262openalex-snapshot
AI and Wearables for Early Detection of Cognitive Impairment and Dementia: Systematic Review
inferred← citeshttps://doi.org/10.2196/preprints.101736openalex-snapshot
The Applicability of Smart Wearables in Neurological Disorders: A Scoping Review (Preprint)
inferred← citeshttps://doi.org/10.2196/preprints.102073openalex-snapshot
Machine Learning Classification of Shoulder Pathology Within a Clinically Informed Extended Reality-Based Functional Assessment Framework: Proof-of-Concept Study (Preprint)
inferred← citeshttps://doi.org/10.2196/preprints.99436openalex-snapshot
Exploring Quasi-Causal and Dose-Response Relationships Between Smartphone-Derived Step Counts and Depressive and Anxiety Symptom Severity in Chinese University Students: Retrospective Analysis (Preprint)
inferred← citeshttps://doi.org/10.3389/fneur.2026.1908796openalex-snapshot
Digital biomarkers derived from wearable sensors in neurorehabilitation: a scoping review
inferred← citeshttps://doi.org/10.3389/fonc.2026.1810793openalex-snapshot
Explainable deep learning approaches and clinical insights for cancer biomarker identification
inferred← citeshttps://doi.org/10.3389/fspor.2026.1667847openalex-snapshot
The movement imperative: reimagining healthcare through the lens of human movement
inferred← citeshttps://doi.org/10.3390/bioengineering13070718openalex-snapshot
Attention-Based Multimodal Framework for Athlete-Performance Analysis and Rehabilitation Monitoring Using Vision and Wearable Sensors
inferred← citeshttps://doi.org/10.3390/bioengineering13091065openalex-snapshot
Intelligent Real-Time Healthcare and Biomedical Monitoring Systems: A Narrative Review of AI, IoT, and Emerging Technologies
inferred← citeshttps://doi.org/10.3390/fi18020095openalex-snapshot
A Review of Research on the Applications of Large Models in Each Functional Module of the Entire Rehabilitation Process
inferred← citeshttps://doi.org/10.3390/instruments10020023openalex-snapshot
Wireless Instrumented Ankle Foot Orthosis (AFO) for Gait Cycle Monitoring
inferred← citeshttps://doi.org/10.3390/jfmk11010106openalex-snapshot
Machine Learning in Adapted Physical Activity: Clinical Applications, Monitoring, and Implementation Pathways for Personalized Exercise in Chronic Conditions: A Narrative Review
inferred← citeshttps://doi.org/10.3390/jpm16080407openalex-snapshot
Emerging Digital Technologies for Monitoring and Rehabilitation Support in Chronic Dust-Induced Lung Diseases: A Scoping Review
inferred← citeshttps://doi.org/10.3390/s26123661openalex-snapshot
From Signals to Remaining Useful Life: Multimodal Sensor Fusion for Fault Diagnosis and Prognostics—Methods, Pitfalls, and Reporting Standards
inferred← citeshttps://doi.org/10.3390/s26134267openalex-snapshot
Nonlinear Measures Applied to Spontaneous Infant Movement Analysis: A Scoping Review
inferred← citeshttps://doi.org/10.55735/bx6h5j73openalex-snapshot
Role of Wearable Devices in Monitoring Rehabilitation Outcomes in Physiotherapy Patients
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