ArticleSensors (Basel, Switzerland)2022
A Scoping Review on Wearable Devices for Environmental Monitoring and Their Application for Health and Wellness.
Article in Sensors (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
20 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Digital health tools in the management of allergic rhinitis: a systematic review.European archives of oto-rhino-laryngology : official journal of the European Federation of Oto-Rhino-Laryngological Societies (EUFOS) : affiliated with the German Society for Oto-Rhino-Laryngology - Head and Neck Surgery · 2025Pooled it
- Citizen Science in Air Pollution Monitoring: Methodological Approaches, Effectiveness, and Integration with Health Research.Current environmental health reports · 2026Review
- Integrating Artificial Intelligence with Wearable Sensors for Advanced Health Monitoring and Diagnosis.Biosensors · 2026Review
- Establishing the PMThe Journal of allergy and clinical immunology · 2026Article
- Effect of individual and combined ambient air pollutants exposure on the risk of preeclampsia: a retrospective cohort study in Tangshan, China.BMC public health · 2026Article
- Using an Adult-Designed Wearable for Pediatric Monitoring: Practical Tutorial and Application in School-Aged Children With Obesity.Journal of medical Internet research · 2026Article
- Artificial Intelligence-Driven Wearable and Connected Technology for Allergy: Real-Time Monitoring and Predictive Management for Personalized Care.The journal of allergy and clinical immunology. In practice · 2025Review
- Smoking and the risk of prostate cancer: a review of risk and disease progression.Genes and environment : the official journal of the Japanese Environmental Mutagen Society · 2025Review
- A New Wearable System for Personal Air Pollution Exposure Estimation: Pilot Observational Study.JMIR mHealth and uHealth · 2025Observational
- Robust Method for Confidence Interval Estimation in Outlier-Prone Datasets: Application to Molecular and Biophysical Data.Biomolecules · 2025Article
- Environmental Pollutants as Emerging Concerns for Cardiac Diseases: A Review on Their Impacts on Cardiac Health.Biomedicines · 2025Review
- How does the macroenvironment influence brain and behaviour-a review of current status and future perspectives.Molecular psychiatry · 2024Review
- Air quality and mental illness: role of bioaerosols, causal mechanisms and research priorities.BJPsych open · 2024Review
- Ambient Ultrafine Particulate Matter and Clinical Outcomes in Fibrotic Interstitial Lung Disease.American journal of respiratory and critical care medicine · 2024Article
- Reengineering Indoor Air Quality Monitoring Systems to Improve End-User Experience.Sensors (Basel, Switzerland) · 2024Article
- Exploring air pollution awareness: insights from interviews with technology enthusiasts using wearable monitoring devices.Frontiers in public health · 2024Article
- How does the macroenvironment influence brain and behaviour - a review of current status and future perspectives.medRxiv : the preprint server for health sciences · 2023Article
- An IMU-Based Wearable System for Respiratory Rate Estimation in Static and Dynamic Conditions.Cardiovascular engineering and technology · 2023Article
- Fitbit Data to Assess Functional Capacity in Patients Before Elective Surgery: Pilot Prospective Observational Study.Journal of medical Internet research · 2023Observational
- Empowering communities: The role of wearable devices in environmental justice.International public health journalArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This scoping review is focused on wearable devices for environmental monitoring. First, the main pollutants are presented, followed by sensing technologies that are used for the parameters of interest. Selected examples of wearables and portables are divided into commercially available and research-level projects. While many commercial products are in fact portable, there is an increasing interest in using a completely wearable technology. This allows us to correlate the pollution level to other personal information (performed activity, position, and respiratory parameters) and thus to estimate personal exposure to given pollutants. The fact that there are no univocal indices to estimate outdoor or indoor air quality is also an open problem. Finally, applications of wearables for environmental monitoring are discussed. Combining environmental monitoring with other devices would permit better choices of where to perform sports activities, especially in highly polluted areas, and provide detailed information on the living conditions of individuals.
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What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.