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An Integrated and Flexible Review Framework to Evaluate the Evolution and Barriers of Digital-Twin Technologies in Industrial and Healthcare Domains

Author

Listed:
  • Cinzia Daraio

    (Sapienza University of Rome
    Rome Technopole)

  • Simone Di Leo

    (Sapienza University of Rome
    Rome Technopole)

  • Jacopo Orsini

    (Sapienza University of Rome
    Rome Technopole)

Abstract

Digital-twin (DT) technologies are revolutionizing both industrial and healthcare domains, albeit at different stages of maturity and application complexity. This paper presents a novel Integrated Flexible Systematic Review (IFSR) framework to analyse the DTs adoption across these two sectors. Through two domain-specific systematic literature reviews comprising 133 rigorously selected articles, we identify key trends, enablers, and sector-specific barriers. Our findings reveal that while industrial DTs are widely applied in predictive maintenance, supply chain resilience, and smart manufacturing, healthcare DTs are still emerging, showing promise in personalized medicine, surgical simulation, and patient-specific diagnostics. A critical result is the identification of cross-domain spillover effects, where industrial innovations like real-time analytics, Augmented Reality/Virtual Reality (AR/VR), and federated learning are beginning to influence healthcare practices. Conversely, healthcare’s high demands for precision and ethics are enhancing DTs development in industry. The analysis uncovers interoperability gaps, regulatory constraints, and computational challenges as primary adoption barriers, particularly in healthcare. This study contributes both methodologically, by proposing a dynamic, cross-sectoral review model, and substantively, by highlighting how DTs flexibility, when aligned with flexible system management principles, can foster adaptive, secure, and interoperable solutions. Future research directions are proposed to enhance DTs autonomy, privacy, and integration in both fields.

Suggested Citation

  • Cinzia Daraio & Simone Di Leo & Jacopo Orsini, 2025. "An Integrated and Flexible Review Framework to Evaluate the Evolution and Barriers of Digital-Twin Technologies in Industrial and Healthcare Domains," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 26(3), pages 625-648, September.
    • Handle: RePEc:spr:gjofsm:v:26:y:2025:i:3:d:10.1007_s40171-025-00447-x
    DOI: 10.1007/s40171-025-00447-x
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    References listed on IDEAS

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    1. Reza Kiani Mavi & Majid Semiari & Seyed Ashkan Hosseini Shekarabi & Neda Kiani Mavi & Fatemeh Moshkdanian & Arezoo Nikravesh & Sadegh Golsorkhi, 2025. "Multi-Objective Optimization of a Three-Level Sustainable Food Supply Chain: Modeling the Impact of Government Subsidies," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 26(3), pages 571-600, September.

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    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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