Research Appraisalother

Flexible wearable medical devices: from material innovations and data processing to intelligent healthcare applications

Journal of advanced researchZhou, Junxi, Zhang, Qingbo, Zhang, Ming et al.1 May 2026DOI

Clinical Snapshot

25CEBM
Evidence: Weakother

PICO Framework

P — PopulationNot applicable - this is a narrative review of technology rather than a systematic review with defined population
I — InterventionFlexible wearable medical devices with various materials and sensing technologies
C — ComparatorTraditional rigid medical devices and conventional monitoring approaches
O — OutcomesDevice performance, biocompatibility, clinical applicability, and healthcare transformation potential

Bottom Line

This narrative review surveys emerging flexible wearable medical device technologies, highlighting advances in materials science, sensing capabilities, and AI integration. While the scope is comprehensive, covering carbon nanomaterials, liquid metals, hydrogels, and various sensing modalities, the review lacks systematic methodology and rigorous evidence synthesis. Key limitations include absence of clinical validation data, regulatory challenges, and production scalability issues. The review identifies important research directions but provides insufficient evidence to guide immediate clinical implementation. Healthcare professionals should view these technologies as promising but requiring further systematic evaluation and regulatory approval before clinical adoption. The integration of AI and IoT capabilities shows potential for transforming chronic disease management and telemedicine, but robust clinical trials and safety data are needed.

Evidence: Weak

Key Findings

  • Effect Size: Not applicable - narrative review without quantitative synthesis

  • Primary Outcome: Technology advancement in flexible wearable medical devices

  • Nnt Or Sensitivity: Device sensitivity and specificity vary by technology type but specific values not systematically reported

  • Confidence Interval: Not provided

Clinical Application

Limited by current regulatory frameworks, production scalability, and clinical validation requirements Relevant to TGA medical device regulations, telehealth initiatives under Medicare, and digital health strategy implementation Patients requiring continuous physiological monitoring, chronic disease management, and remote healthcare delivery

Abstract

BACKGROUND: Flexible wearable medical devices drive healthcare transformation via non-invasive, real-time physiological monitoring and personalized management. Traditional rigid devices lack long-term comfort, while chronic disease care and telemedicine demand reliable, patient-centered solutions. Advances in materials (carbon nanomaterials, liquid metals, hydrogels) enable stretchable, biocompatible substrates adapting to bodily movements. Innovative sensing (PPG, EEG, sweat-based detection) tracks blood pressure, glucose, and neural signals accurately. Key challenges include insufficient sensor flexibility, lagging supervision, data security issues, and large-scale production difficulties, requiring interdisciplinary collaboration. AIM OF REVIEW: This review integrates cutting-edge advances in flexible wearable medical devices, covering material innovations, sensing breakthroughs, power management, and AI-driven data analysis. It evaluates strategies to enhance biocompatibility of carbon composites, liquid metals, and hydrogels, analyzing improvements in device sensitivity, biocompatibility, and real-world applicability. It critically discusses machine learning's role and limitations in chronic disease management, telemedicine, and sports optimization. Key unresolved challenges include lagging regulations, privacy risks in multi-source data fusion, mismatched sensing development, and large-scale production difficulties. The aim is to provide a scalable, secure, and clinically translatable roadmap for future research. KEY SCIENTIFIC CONCEPTS OF REVIEW: Core technologies involve carbon nanomaterials (e.g., graphene), liquid metals (structurally optimized for balanced conductivity and flexibility), and hydrogels (preferred as flexible substrates for mimicking natural soft tissues' mechanics and biocompatibility). Sensing technologies (PPG, EEG, sweat-based detection) enable non-invasive, real-time monitoring of vital parameters like blood pressure, glucose, and neural signals. AI decodes complex physiological data for predictive diagnosis, while IoT/5G integration advances telemedicine. Current limitations include poor sensor flexibility, lagging regulations, and large-scale production hurdles, contrasting with trends like advanced sensing, new materials, and hybrid diagnostic-therapeutic systems-highlighting flexible wearables' potential in intelligent healthcare.

References

  1. 1.Zhou, J., Zhang, Q., Zhang, M., Aikebaier, S., Zhu, X., & Zhou, X. (2026). Flexible wearable medical devices: from material innovations and data processing to intelligent healthcare applications. Journal of Advanced Research. https://doi.org/10.1016/j.jare.2025.08.036
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