Research Appraisalother

Wearable Sensing for Clinical Physiology Monitoring: Emerging Paradigms

Physiology (Bethesda, Md.)Cherian, Josh, Mascia, Guido, Kairamkonda, Dheeraj et al.1 July 2026DOI

Clinical Snapshot

45CEBM
Evidence: Weakother

PICO Framework

P — PopulationGeneral human populations across clinical, remote monitoring, and large-scale health study settings; implicitly includes patients requiring continuous physiological monitoring and individuals in community/ambulatory contexts
I — InterventionSkin-interfaced wearable sensing systems incorporating flexible materials, miniaturised electronics, and wireless communication for continuous biophysical, biochemical, and kinematic physiological monitoring
C — ComparatorConventional rigid wearable sensors and traditional clinical physiological monitoring modalities (e.g., standard ECG, laboratory-based biochemical assays, stationary monitoring equipment)
O — OutcomesQuality and fidelity of physiological measurements; clinical utility for patient care and remote monitoring; barriers to clinical adoption (data interpretation, device validation, health system integration); opportunities for digital biomarker development and personalised medicine

Bottom Line

This narrative review from Wake Forest University's Center for Remote Health Monitoring provides a broad and technically informed overview of skin-interfaced wearable sensing technologies and their potential to transform clinical physiological monitoring. The review competently maps the landscape across biophysical, biochemical, and kinematic signal domains and identifies genuine barriers to clinical adoption, including device validation gaps, data interpretation challenges, and health system integration hurdles. However, as a non-systematic narrative review, it lacks the methodological rigour required to make definitive clinical recommendations. No quantitative synthesis, formal quality assessment of primary studies, or benefit-harm analysis is presented. The predominantly optimistic framing warrants caution: many described platforms remain at prototype or early validation stages, and the gap between laboratory performance and real-world clinical utility is substantial. For Australian clinicians, the review is a useful horizon-scanning resource but should not be used to justify adoption of unvalidated wearable devices in clinical practice. TGA registration, MBS reimbursement pathways, and RACGP-endorsed validation frameworks must be satisfied before integration into routine care. The review's greatest value lies in informing research priorities and stimulating multidisciplinary collaboration among engineers, clinicians, and health system planners.

Evidence: Weak

Key Findings

  • P Value: Not reported

  • Effect Size: Not applicable — no original quantitative data or pooled effect estimates are reported; the review is qualitative and descriptive in nature

  • Primary Outcome: Narrative synthesis of the current state and emerging paradigms of skin-interfaced wearable sensing for clinical physiological monitoring, encompassing biophysical (e.g., ECG, PPG, EEG), biochemical (e.g., sweat analytes, interstitial glucose), and kinematic (e.g., accelerometry, gait analysis) signal domains

  • Nnt Or Sensitivity: Not reported — no diagnostic accuracy metrics, NNT, hazard ratios, or other quantitative clinical measures are synthesised; device-specific performance metrics referenced in the review would require retrieval from individual primary studies

  • Confidence Interval: Not reported — no statistical analyses performed

Clinical Application

Clinical feasibility remains variable and context-dependent. Skin-interfaced wearables are technically mature for certain applications (e.g., continuous glucose monitoring, ambulatory ECG) but remain at earlier stages of clinical validation for novel biochemical sensing (e.g., sweat-based cortisol, lactate monitoring) and multimodal platforms. Key feasibility barriers include device longevity, skin adhesion in diverse populations, data management infrastructure, clinician workflow integration, and reimbursement pathways. Point-of-care fabrication and sustainable manufacturing remain aspirational rather than currently deployable at scale. Australia's geography and the health needs of remote and Indigenous communities make wearable physiological monitoring particularly compelling. The TGA regulates wearable medical devices under the Therapeutic Goods Act 1989, and devices intended for clinical use require appropriate ARTG inclusion — a pathway not discussed in this review. The MBS does not currently provide broad reimbursement for wearable-derived physiological data in most clinical contexts, though remote patient monitoring items exist in limited form. The RACGP supports digital health integration in general practice but emphasises the need for clinical validation and data governance frameworks before widespread adoption. The Australian Digital Health Agency's national digital health strategy and My Health Record infrastructure are relevant enablers. Health equity considerations for Aboriginal and Torres Strait Islander communities — including digital literacy, connectivity, and culturally appropriate device design — are critical and unaddressed in this review. Broadly applicable to patients requiring continuous or ambulatory physiological monitoring, including those with chronic cardiovascular disease, diabetes, neurological conditions, respiratory disorders, and post-surgical or post-acute care needs. Particularly relevant for remote and rural populations with limited access to traditional monitoring infrastructure, and for large-scale epidemiological cohort studies requiring real-world physiological data.

Abstract

Advances in wearable sensing technology are driving a new era of personalized health monitoring. In contrast to the hard, rigid form factors of conventional wearable sensors, these emerging skin-interfaced systems support high-quality physiological measurements across biophysical, biochemical, and kinematic signals of interest. These platforms enable continuous monitoring of complex physiological processes with unprecedented detail as a result of a seamless, conformal skin interface and advanced wireless communications capabilities. These platforms integrate flexible materials, miniaturized electronics, and wireless communication to provide detailed physiological data during daily activities. This review examines how skin-interfaced wearables are advancing patient care, remote monitoring, and large-scale health studies. We highlight critical barriers to clinical adoption including interpreting data, validating devices, and integration into health care systems. Key opportunities include sustainable manufacturing, point-of-care fabrication, and development of disease-specific digital biomarkers. By addressing these challenges through collaboration among engineers, clinicians, and data scientists, wearable sensors can expand patient access to advanced physiological monitoring and transform personalized medicine.

References

  1. 1.Cherian, J., Mascia, G., Kairamkonda, D., Fisher, A., McGinnis, R. S., & Ray, T. R. (2026). Wearable sensing for clinical physiology monitoring: Emerging paradigms. Physiology (Bethesda, Md.). Advance online publication. PubMed ID: 41213179
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