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Multimodal Human and Environmental Sensing for Longitudinal Behavioral Studies in Naturalistic Settings: Framework for Sensor Selection, Deployment, and Management

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What this work says

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

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Recognising Human Emotions from Body Movement and Gesture Dynamics
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Time-varying digital filtering of ECG baseline wander
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The Medical Risks of Obesity
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Emotions in context: examining pervasive affective sensing systems, applications, and analyses
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Psychophysiological Effects of Breathing Instructions for Stress Management
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ECG baseline wander reduction using linear phase filters
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An automated ECG signal quality assessment method for unsupervised diagnostic systems
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Bioelectrical impedance analysis?part I: review of principles and methods
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Medical applications of infrared thermography: A review
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When sensing goes pervasive
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Associations of frequent sleep insufficiency with health-related quality of life and health behaviors
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Long-term sleep measurement with a smartphone-connected flexible bed sensor strip
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Manual for Research Ethics Committees
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A Standard Testing and Calibration Procedure for Low Cost MEMS Inertial Sensors and Units
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Air temperature thresholds for indoor comfort and perceived air quality
inferredcites →https://doi.org/10.1080/23294515.2017.1403980openalex-snapshot
Ethical and regulatory challenges of research using pervasive sensing and other emerging technologies: IRB perspectives
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Total body water volumes for adult males and females estimated from simple anthropometric measurements
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Rapid Measurement of Total Body Water to Facilitate Clinical Decision Making in Hospitalized Elderly Patients
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inferredcites →https://doi.org/10.1093/tbm/ibz074openalex-snapshot
Development of a decision-making checklist tool to support technology selection in digital health research
inferredcites →https://doi.org/10.1108/14725960810872622openalex-snapshot
Distractions in the workplace revisited
inferredcites →https://doi.org/10.1109/bigdata.2016.7841101openalex-snapshot
Meta-analysis of big data security and privacy: Scholarly literature gaps
inferredcites →https://doi.org/10.1109/cic.1992.269426openalex-snapshot
Adaptive baseline wander removal in the ECG: Comparative analysis with cubic spline technique
inferredcites →https://doi.org/10.1109/embc.2015.7318762openalex-snapshot
Automatic identification of artifacts in electrodermal activity data
inferredcites →https://doi.org/10.1109/embsisc.2016.7508621openalex-snapshot
Validation of the Empatica E4 wristband
inferredcites →https://doi.org/10.1109/icassp.2019.8683244openalex-snapshot
Speaker Agnostic Foreground Speech Detection from Audio Recordings in Workplace Settings from Wearable Recorders
inferredcites →https://doi.org/10.1109/iswc.2003.1241414openalex-snapshot
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inferredcites →https://doi.org/10.1109/jproc.2013.2262913openalex-snapshot
A Survey on Ambient Intelligence in Healthcare
inferredcites →https://doi.org/10.1109/percom.2014.6813938openalex-snapshot
Nonparametric discovery of human routines from sensor data
inferredcites →https://doi.org/10.1109/proc.1977.10771openalex-snapshot
The Shannon sampling theorem—Its various extensions and applications: A tutorial review
inferredcites →https://doi.org/10.1109/tbme.2014.2309951openalex-snapshot
Unobtrusive Sensing and Wearable Devices for Health Informatics
inferredcites →https://doi.org/10.1117/1.jbo.17.3.039901openalex-snapshot
Book Review: Introduction to Biomedical Engineering, Third Edition
inferredcites →https://doi.org/10.1139/apnm-2015-0140openalex-snapshot
Validation of the Hexoskin wearable vest during lying, sitting, standing, and walking activities
inferredcites →https://doi.org/10.1145/1374688.1374695openalex-snapshot
Working day movement model
inferredcites →https://doi.org/10.1145/2491500.2491502openalex-snapshot
Performance-Led Research in the Wild
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inferredcites →https://doi.org/10.1145/2491500.2491505openalex-snapshot
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inferredcites →https://doi.org/10.1145/2858036.2858128openalex-snapshot
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inferredcites →https://doi.org/10.1145/2858036.2858557openalex-snapshot
Modeling and Understanding Human Routine Behavior
inferredcites →https://doi.org/10.1145/2871183openalex-snapshot
Audio Surveillance
inferredcites →https://doi.org/10.1145/3038912.3052637openalex-snapshot
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inferredcites →https://doi.org/10.1145/3123024.3123164openalex-snapshot
Participants' compliance and experiences with self-tracking using a smartphone sensing app
inferredcites →https://doi.org/10.1145/3129340openalex-snapshot
Speech emotion recognition
inferredcites →https://doi.org/10.1145/3167132.3167395openalex-snapshot
AffectiveROAD system and database to assess driver's attention
inferredcites →https://doi.org/10.1145/3178876.3186052openalex-snapshot
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inferredcites →https://doi.org/10.1145/3211960.3211975openalex-snapshot
TILES audio recorder
inferredcites →https://doi.org/10.1146/annurev-clinpsy-032813-153716openalex-snapshot
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inferredcites →https://doi.org/10.1155/2015/453214openalex-snapshot
Robust and Accurate Anomaly Detection in ECG Artifacts Using Time Series Motif Discovery
inferredcites →https://doi.org/10.1177/0145721708315678openalex-snapshot
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inferredcites →https://doi.org/10.1177/0963721416680611openalex-snapshot
The Electronically Activated Recorder (EAR)
inferredcites →https://doi.org/10.1186/1743-0003-9-21openalex-snapshot
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inferredcites →https://doi.org/10.1186/s40359-014-0029-0openalex-snapshot
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inferredcites →https://doi.org/10.1201/9781351061223-4openalex-snapshot
Data-Driven Approaches for Detecting and Identifying Anomalous Data Streams
inferredcites →https://doi.org/10.1249/mss.0000000000001388openalex-snapshot
Comparison of Polar M600 Optical Heart Rate and ECG Heart Rate during Exercise
inferredcites →https://doi.org/10.1258/jtt.2009.081106openalex-snapshot
Compliance and technical feasibility of long-term health monitoring with wearable and ambient technologies
inferredcites →https://doi.org/10.1364/oe.18.010762openalex-snapshot
Non-contact, automated cardiac pulse measurements using video imaging and blind source separation
inferredcites →https://doi.org/10.1371/journal.pone.0189161openalex-snapshot
Feasibility of large-scale deployment of multiple wearable sensors in Parkinson's disease
inferredcites →https://doi.org/10.1371/journal.pone.0192691openalex-snapshot
Assessment of the Fitbit Charge 2 for monitoring heart rate
inferredcites →https://doi.org/10.2196/13305openalex-snapshot
Lessons Learned: Recommendations For Implementing a Longitudinal Study Using Wearable and Environmental Sensors in a Health Care Organization
inferredcites →https://doi.org/10.30773/pi.2017.08.17openalex-snapshot
Stress and Heart Rate Variability: A Meta-Analysis and Review of the Literature
inferredcites →https://doi.org/10.3389/fpsyt.2013.00027openalex-snapshot
Effects of Exercise and Physical Activity on Anxiety
inferredcites →https://doi.org/10.3389/fpubh.2017.00258openalex-snapshot
An Overview of Heart Rate Variability Metrics and Norms
inferredcites →https://doi.org/10.3390/jpm7020003openalex-snapshot
Accuracy in Wrist-Worn, Sensor-Based Measurements of Heart Rate and Energy Expenditure in a Diverse Cohort
inferredcites →https://doi.org/10.3390/s121013907openalex-snapshot
A Review on Architectures and Communications Technologies for Wearable Health-Monitoring Systems
inferredcites →https://doi.org/10.3390/s16050596openalex-snapshot
Smartphone-Based Indoor Localization with Bluetooth Low Energy Beacons
inferredcites →https://doi.org/10.3390/s17010130openalex-snapshot
Wearable Sensors for Remote Health Monitoring
inferredcites →https://doi.org/10.3390/s17102391openalex-snapshot
An Improved Indoor Positioning System Using RGB-D Cameras and Wireless Networks for Use in Complex Environments
inferredcites →https://doi.org/10.3810/pgm.2009.11.2074openalex-snapshot
The Medical Risks of Obesity
inferredcites →https://doi.org/10.4258/hir.2017.23.1.4openalex-snapshot
Wearable Devices in Medical Internet of Things: Scientific Research and Commercially Available Devices
inferredcites →https://doi.org/10.5395/rde.2014.39.3.164openalex-snapshot
How to designin situstudies: an evaluation of experimental protocols
inferredcites →https://doi.org/10.7717/peerj.2537openalex-snapshot
The relationship between mobile phone location sensor data and depressive symptom severity

What points at this work

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

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Adding Emotional Intelligence to Physical Spaces: Data-Driven Solutions for Measuring, Analysing, and Responding to User Needs and Expectations
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Digital Sustainability and Risk Assessment: Towards Integrated and Systemic Approaches
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Emerging trends and clinical challenges in AI-enhanced emotion diagnosis using physiological data
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Investigation of Noise Induced Hearing Loss Among Power Loom Industry Workers in Tamil Nadu, India
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Affect Estimation with Wearable Sensors
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Multi-source information fusion: Progress and future
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Remote data collection of infant activity and sleep patterns via wearable sensors in the HEALthy Brain and Child Development Study (HBCD)
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Machine learning and mobile sensing for naturalistic infant behavior (0–36 months): A comprehensive review and research agenda
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A comprehensive survey on multimodal medical signals fusion for smart healthcare systems
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Wearables and Noncontact Sensors
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TILES-2018, a longitudinal physiologic and behavioral data set of hospital workers
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A multimodal analysis of physical activity, sleep, and work shift in nurses with wearable sensor data
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Understanding behaviours in context using mobile sensing
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Mitigating the Bias of Heterogeneous Human Behavior in Affective Computing
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Understanding Stress, Burnout, and Behavioral Patterns in Medical Residents Using Large-scale Longitudinal Wearable Recordings
inferred← citeshttps://doi.org/10.1109/icassp40776.2020.9054307openalex-snapshot
Modeling Behavior as Mutual Dependency between Physiological Signals and Indoor Location in Large-Scale Wearable Sensor Study
inferred← citeshttps://doi.org/10.1109/icassp40776.2020.9054493openalex-snapshot
Modeling Behavioral Consistency in Large-Scale Wearable Recordings of Human Bio-Behavioral Signals
inferred← citeshttps://doi.org/10.1109/ieeedata.2026.3713853openalex-snapshot
Descriptor: Batteryless, Light- and Energy-Aware IoT Environmental Sensing Dataset (Li-IoT)
inferred← citeshttps://doi.org/10.1109/jbhi.2022.3182869openalex-snapshot
Methods and Measures for Mental Stress Assessment in Surgery: A Systematic Review of 20 Years of Literature
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Scaling Representation Learning From Ubiquitous ECG With State-Space Models
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Engagement Detection and Its Applications in Learning: A Tutorial and Selective Review
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Toward Robust Stress Prediction in the Age of Wearables: Modeling Perceived Stress in a Longitudinal Study With Information Workers
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Investigating Cardiovascular Activation of Young Adults in Routine Driving
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Temporal Dynamics of Workplace Acoustic Scenes: Egocentric Analysis and Prediction
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Sleep Patterns and Sleep Alignment in Remote Teams during COVID-19
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FedMultimodal: A Benchmark for Multimodal Federated Learning
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A Survey on Sensor-Based Techniques for Continuous Stress Monitoring in Knowledge Work Environments
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Navigating the ethics of remote research data collection
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Predicting Participant Compliance With Fitness Tracker Wearing and Ecological Momentary Assessment Protocols in Information Workers: Observational Study
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Lessons From 3 Longitudinal Sensor-Based Human Behavior Assessment Field Studies and an Approach to Support Stakeholder Management: Content Analysis
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Development of a Novel Distributed Wearable Sensor Platform
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The Use of Consumer Wearable Physical Activity Monitors in Clinical Populations with Functional L imitations
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A Systematic Multidisciplinary Process for User Engagement and Sensor Evaluation: Development of a Digital Toolkit for Assessment of Movement in Children With Cerebral Palsy
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An integrated neurophenomenological framework for naturalistic assessment of work-related stressors in healthcare professionals: a pilot study in neuro-surgery
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Complex emotion recognition system using basic emotions via facial expression, electroencephalogram, and electrocardiogram signals: a review
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Advancements in Passive Wireless Sensors, Materials, Devices, and Applications
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