Skip to main content
Top

2023 | OriginalPaper | Chapter

Digital Twins and Healthcare: Quick Overview and Human-Centric Perspectives

Authors : Giacinto Barresi, Andrea Gaggioli, Federico Sternini, Alice Ravizza, Claudio Pacchierotti, Lorenzo De Michieli

Published in: mHealth and Human-Centered Design Towards Enhanced Health, Care, and Well-being

Publisher: Springer Nature Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Digital Twins constitute a class of innovative data-intensive network-based computing solutions based on real-time interactive simulations of physical systems—Physical Twins—in multiple domains, representing and predicting the states of complex systems (from bacteria to cities). However, the variety of Digital Twins proposed in literature makes it difficult to shape a general definition for this class of computational tools (possibly merging with phygital systems). On the other hand, this is a sign of the versatility of Digital Twins, in both their own capability to solve heterogeneous problems in real world and to inspire novel approaches to handle the uncertainty in complex systems. Such advantages are also explored in fields like healthcare, especially considering domains of Digital Health and mHealth. Indeed, major efforts in research are pushing the methodological and technological boundaries of biomedical sciences, translational research, and precision medicine. Such efforts should be pursued for implementing Digital Twins helping, for instance, the human-centric optimization of the resources allocation in healthcare settings (hospitals, homes, and cities). This chapter will present the opportunity and the ethical issues of using these systems for foreseeing the future states of a person or a population (a need that certainly was highlighted during the COVID-19 pandemic) or a system including a medical device and its user.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference McGregor, I.: The relationship between simulation and emulation. In: Proceedings of the Winter Simulation Conference, IEEE, pp 1683–1688 (2002) McGregor, I.: The relationship between simulation and emulation. In: Proceedings of the Winter Simulation Conference, IEEE, pp 1683–1688 (2002)
2.
go back to reference Hsu, Y., Chiu, J.-M., Liu, J.S.: Digital twins for industry 4.0 and beyond. In: 2019 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), IEEE, pp 526–530 (2019) Hsu, Y., Chiu, J.-M., Liu, J.S.: Digital twins for industry 4.0 and beyond. In: 2019 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), IEEE, pp 526–530 (2019)
3.
go back to reference Bagaria, N., Laamarti, F., Badawi, H.F., Albraikan, A., Martinez Velazquez, R.A., El Saddik, A.: Health 4.0: digital twins for health and well-being. In: Connected Health in Smart Cities, pp. 143–152. Springer (2020) Bagaria, N., Laamarti, F., Badawi, H.F., Albraikan, A., Martinez Velazquez, R.A., El Saddik, A.: Health 4.0: digital twins for health and well-being. In: Connected Health in Smart Cities, pp. 143–152. Springer (2020)
4.
go back to reference Phanden, R.K., Sharma, P., Dubey, A.: A review on simulation in digital twin for aerospace, manufacturing and robotics. Mater. Today: Proc. 38, 174–178 (2021) Phanden, R.K., Sharma, P., Dubey, A.: A review on simulation in digital twin for aerospace, manufacturing and robotics. Mater. Today: Proc. 38, 174–178 (2021)
5.
go back to reference Juarez, M.G., Botti, V.J., Giret, A.S.: Digital twins: review and challenges. J. Comput. Inf. Sci. Eng. 21(3) (2021) Juarez, M.G., Botti, V.J., Giret, A.S.: Digital twins: review and challenges. J. Comput. Inf. Sci. Eng. 21(3) (2021)
6.
go back to reference Ritto, T., Rochinha, F.: Digital twin, physics-based model, and machine learning applied to damage detection in structures. Mech. Syst. Signal Process. 155, 107614 (2021)CrossRef Ritto, T., Rochinha, F.: Digital twin, physics-based model, and machine learning applied to damage detection in structures. Mech. Syst. Signal Process. 155, 107614 (2021)CrossRef
7.
go back to reference Allam, Z., Bibri, S.E., Jones, D.S., Chabaud, D., Moreno, C.: Unpacking the ‘15-Minute City’via 6G, IoT, and digital twins: towards a new narrative for increasing urban efficiency, resilience, and sustainability. Sensors 22(4), 1369 (2022)CrossRef Allam, Z., Bibri, S.E., Jones, D.S., Chabaud, D., Moreno, C.: Unpacking the ‘15-Minute City’via 6G, IoT, and digital twins: towards a new narrative for increasing urban efficiency, resilience, and sustainability. Sensors 22(4), 1369 (2022)CrossRef
8.
go back to reference Jiang, J., Tobia, M., Lawther, R., Branchaud, D., Bednarz, T.: Double vision: digital twin applications within extended reality. In: ACM SIGGRAPH 2020 Appy Hour, pp. 1–2 (2020) Jiang, J., Tobia, M., Lawther, R., Branchaud, D., Bednarz, T.: Double vision: digital twin applications within extended reality. In: ACM SIGGRAPH 2020 Appy Hour, pp. 1–2 (2020)
9.
go back to reference Coorey, G., Figtree, G.A., Fletcher, D.F., Redfern, J.: The health digital twin: advancing precision cardiovascular medicine. Nat. Rev. Cardiol. 18(12), 803–804 (2021)CrossRef Coorey, G., Figtree, G.A., Fletcher, D.F., Redfern, J.: The health digital twin: advancing precision cardiovascular medicine. Nat. Rev. Cardiol. 18(12), 803–804 (2021)CrossRef
10.
go back to reference Li, X., Liu, H., Wang, W., Zheng, Y., Lv, H., Lv, Z.: Big data analysis of the internet of things in the digital twins of smart city based on deep learning. Futur. Gener. Comput. Syst. 128, 167–177 (2022)CrossRef Li, X., Liu, H., Wang, W., Zheng, Y., Lv, H., Lv, Z.: Big data analysis of the internet of things in the digital twins of smart city based on deep learning. Futur. Gener. Comput. Syst. 128, 167–177 (2022)CrossRef
11.
go back to reference Ahmadi-Assalemi, G., Al-Khateeb, H., Maple, C., Epiphaniou, G., Alhaboby, Z.A., Alkaabi, S., Alhaboby, D.: Digital twins for precision healthcare. In: Cyber Defence in the Age of AI, Smart Societies and Augmented Humanity. Springer, pp 133–158 (2020) Ahmadi-Assalemi, G., Al-Khateeb, H., Maple, C., Epiphaniou, G., Alhaboby, Z.A., Alkaabi, S., Alhaboby, D.: Digital twins for precision healthcare. In: Cyber Defence in the Age of AI, Smart Societies and Augmented Humanity. Springer, pp 133–158 (2020)
12.
go back to reference Evjemo, L.D., Gjerstad, T., Grøtli, E.I., Sziebig, G.: Trends in smart manufacturing: role of humans and industrial robots in smart factories. Curr. Robot. Rep. 1(2), 35–41 (2020)CrossRef Evjemo, L.D., Gjerstad, T., Grøtli, E.I., Sziebig, G.: Trends in smart manufacturing: role of humans and industrial robots in smart factories. Curr. Robot. Rep. 1(2), 35–41 (2020)CrossRef
13.
go back to reference Yang, D., Karimi, H.R., Kaynak, O., Yin, S.: Developments of digital twin technologies in industrial, smart city and healthcare sectors: a survey. Complex Eng. Syst. 1(1), 3 (2021) Yang, D., Karimi, H.R., Kaynak, O., Yin, S.: Developments of digital twin technologies in industrial, smart city and healthcare sectors: a survey. Complex Eng. Syst. 1(1), 3 (2021)
14.
go back to reference Guo, J., Lv, Z.: Application of digital twins in multiple fields. Multim. Tools Appl. 1–27 (2022) Guo, J., Lv, Z.: Application of digital twins in multiple fields. Multim. Tools Appl. 1–27 (2022)
15.
go back to reference Qiu, C., Zhou, S., Liu, Z., Gao, Q., Tan, J.: Digital assembly technology based on augmented reality and digital twins: a review. Virtual Real. Intell. Hardw. 1(6), 597–610 (2019)CrossRef Qiu, C., Zhou, S., Liu, Z., Gao, Q., Tan, J.: Digital assembly technology based on augmented reality and digital twins: a review. Virtual Real. Intell. Hardw. 1(6), 597–610 (2019)CrossRef
16.
go back to reference Jeršov, S., Tepljakov, A.: Digital twins in extended reality for control system applications. In: 2020 43rd International Conference on Telecommunications and Signal Processing (TSP). IEEE, pp 274–279 (2020) Jeršov, S., Tepljakov, A.: Digital twins in extended reality for control system applications. In: 2020 43rd International Conference on Telecommunications and Signal Processing (TSP). IEEE, pp 274–279 (2020)
17.
go back to reference Madhavan, S., Beckman, R.A., McCoy, M.D., Pishvaian, M.J., Brody, J.R., Macklin, P.: Envisioning the future of precision oncology trials. Nat. Cancer 2(1), 9–11 (2021)CrossRef Madhavan, S., Beckman, R.A., McCoy, M.D., Pishvaian, M.J., Brody, J.R., Macklin, P.: Envisioning the future of precision oncology trials. Nat. Cancer 2(1), 9–11 (2021)CrossRef
18.
go back to reference Grieves, M., Vickers, J.: Digital twin: mitigating unpredictable, undesirable emergent behavior in complex systems. In: Transdisciplinary perspectives on complex systems. Springer, pp. 85–113 (2017) Grieves, M., Vickers, J.: Digital twin: mitigating unpredictable, undesirable emergent behavior in complex systems. In: Transdisciplinary perspectives on complex systems. Springer, pp. 85–113 (2017)
19.
go back to reference Shafto, M., Conroy, M., Doyle, R., Glaessgen, E., Kemp, C., LeMoigne, J., Wang, L.: Modeling, simulation, information technology & processing roadmap. Natl. Aeronaut. Space Adm. 32(2012), 1–38 (2012) Shafto, M., Conroy, M., Doyle, R., Glaessgen, E., Kemp, C., LeMoigne, J., Wang, L.: Modeling, simulation, information technology & processing roadmap. Natl. Aeronaut. Space Adm. 32(2012), 1–38 (2012)
20.
go back to reference Jones, D., Snider, C., Nassehi, A., Yon, J., Hicks, B.: Characterising the digital twin: a systematic literature review. CIRP J. Manuf. Sci. Technol. 29, 36–52 (2020)CrossRef Jones, D., Snider, C., Nassehi, A., Yon, J., Hicks, B.: Characterising the digital twin: a systematic literature review. CIRP J. Manuf. Sci. Technol. 29, 36–52 (2020)CrossRef
21.
go back to reference Singh, M., Fuenmayor, E., Hinchy, E.P., Qiao, Y., Murray, N., Devine, D.: Digital twin: origin to future. Appl. Syst. Innov. 4(2), 36 (2021)CrossRef Singh, M., Fuenmayor, E., Hinchy, E.P., Qiao, Y., Murray, N., Devine, D.: Digital twin: origin to future. Appl. Syst. Innov. 4(2), 36 (2021)CrossRef
22.
go back to reference Kuehner, K.J., Scheer, R., Strassburger, S.: Digital twin: finding common ground—A meta-review. Procedia CIRP 104, 1227–1232 (2021)CrossRef Kuehner, K.J., Scheer, R., Strassburger, S.: Digital twin: finding common ground—A meta-review. Procedia CIRP 104, 1227–1232 (2021)CrossRef
23.
go back to reference Rossmann, A., Hertweck, D.: Digital twins: a meta-review on their conceptualization, application, and reference architecture Rossmann, A., Hertweck, D.: Digital twins: a meta-review on their conceptualization, application, and reference architecture
24.
go back to reference Fuller, A., Fan, Z., Day, C., Barlow, C.: Digital twin: enabling technologies, challenges and open research. IEEE Access 8, 108952–108971 (2020)CrossRef Fuller, A., Fan, Z., Day, C., Barlow, C.: Digital twin: enabling technologies, challenges and open research. IEEE Access 8, 108952–108971 (2020)CrossRef
25.
go back to reference Barresi, G., Pacchierotti, C., Laffranchi, M., De Michieli, L.: Beyond digital twins: phygital twins for neuroergonomics in human-robot interaction. Front. Neurorobot. 138 (2022) Barresi, G., Pacchierotti, C., Laffranchi, M., De Michieli, L.: Beyond digital twins: phygital twins for neuroergonomics in human-robot interaction. Front. Neurorobot. 138 (2022)
26.
go back to reference Kritzinger, W., Karner, M., Traar, G., Henjes, J., Sihn, W.: Digital twin in manufacturing: a categorical literature review and classification. IFAC-PapersOnLine 51(11), 1016–1022 (2018)CrossRef Kritzinger, W., Karner, M., Traar, G., Henjes, J., Sihn, W.: Digital twin in manufacturing: a categorical literature review and classification. IFAC-PapersOnLine 51(11), 1016–1022 (2018)CrossRef
27.
go back to reference Semeraro, C., Lezoche, M., Panetto, H., Dassisti, M.: Digital twin paradigm: a systematic literature review. Comput. Ind. 130, 103469 (2021)CrossRef Semeraro, C., Lezoche, M., Panetto, H., Dassisti, M.: Digital twin paradigm: a systematic literature review. Comput. Ind. 130, 103469 (2021)CrossRef
28.
go back to reference Van der Valk, H., Haße, H., Möller, F., Arbter, M., Henning, J.-L., Otto, B.: A taxonomy of digital Twins. In: AMCIS (2020) Van der Valk, H., Haße, H., Möller, F., Arbter, M., Henning, J.-L., Otto, B.: A taxonomy of digital Twins. In: AMCIS (2020)
29.
go back to reference Gichane, M.M., Byiringiro, J.B., Chesang, A.K., Nyaga, P.M., Langat, R.K., Smajic, H., Kiiru, C.W.: Digital triplet approach for real-time monitoring and control of an elevator security system. Designs 4(2), 9 (2020)CrossRef Gichane, M.M., Byiringiro, J.B., Chesang, A.K., Nyaga, P.M., Langat, R.K., Smajic, H., Kiiru, C.W.: Digital triplet approach for real-time monitoring and control of an elevator security system. Designs 4(2), 9 (2020)CrossRef
30.
go back to reference Umeda, Y., Ota, J., Kojima, F., Saito, M., Matsuzawa, H., Sukekawa, T., Takeuchi, A., Makida, K., Shirafuji, S.: Development of an education program for digital manufacturing system engineers based on ‘Digital Triplet’concept. Procedia Manuf. 31, 363–369 (2019)CrossRef Umeda, Y., Ota, J., Kojima, F., Saito, M., Matsuzawa, H., Sukekawa, T., Takeuchi, A., Makida, K., Shirafuji, S.: Development of an education program for digital manufacturing system engineers based on ‘Digital Triplet’concept. Procedia Manuf. 31, 363–369 (2019)CrossRef
31.
go back to reference Khan, L.U., Saad, W., Niyato, D., Han, Z., Hong, C.S.: Digital-twin-enabled 6G: vision, architectural trends, and future directions. IEEE Commun. Mag. 60(1), 74–80 (2022)CrossRef Khan, L.U., Saad, W., Niyato, D., Han, Z., Hong, C.S.: Digital-twin-enabled 6G: vision, architectural trends, and future directions. IEEE Commun. Mag. 60(1), 74–80 (2022)CrossRef
32.
go back to reference Liu, Y., Ong, S, Nee, A.: State-of-the-art survey on digital twin implementations. Adv. Manuf. 1–23 (2022) Liu, Y., Ong, S, Nee, A.: State-of-the-art survey on digital twin implementations. Adv. Manuf. 1–23 (2022)
33.
go back to reference Barricelli, B.R., Casiraghi, E., Fogli, D.: A survey on digital twin: definitions, characteristics, applications, and design implications. IEEE Access 7, 167653–167671 (2019)CrossRef Barricelli, B.R., Casiraghi, E., Fogli, D.: A survey on digital twin: definitions, characteristics, applications, and design implications. IEEE Access 7, 167653–167671 (2019)CrossRef
34.
go back to reference Groshev, M., Guimarães, C., Martín-Pérez, J., de la Oliva, A.: Toward intelligent cyber-physical systems: digital twin meets artificial intelligence. IEEE Commun. Mag. 59(8), 14–20 (2021)CrossRef Groshev, M., Guimarães, C., Martín-Pérez, J., de la Oliva, A.: Toward intelligent cyber-physical systems: digital twin meets artificial intelligence. IEEE Commun. Mag. 59(8), 14–20 (2021)CrossRef
35.
go back to reference Wang, T., Li, J., Deng, Y., Wang, C., Snoussi, H., Tao, F.: Digital twin for human-machine interaction with convolutional neural network. Int. J. Comput. Integr. Manuf. 34(7–8), 888–897 (2021)CrossRef Wang, T., Li, J., Deng, Y., Wang, C., Snoussi, H., Tao, F.: Digital twin for human-machine interaction with convolutional neural network. Int. J. Comput. Integr. Manuf. 34(7–8), 888–897 (2021)CrossRef
36.
go back to reference Czwick, C., Anderl, R.: Cyber-physical twins-definition, conception and benefit. Procedia CIRP 90, 584–588 (2020)CrossRef Czwick, C., Anderl, R.: Cyber-physical twins-definition, conception and benefit. Procedia CIRP 90, 584–588 (2020)CrossRef
37.
go back to reference Haag, S., Anderl, R.: Digital twin–Proof of concept. Manuf. Lett. 15, 64–66 (2018)CrossRef Haag, S., Anderl, R.: Digital twin–Proof of concept. Manuf. Lett. 15, 64–66 (2018)CrossRef
38.
go back to reference Burghardt, A., Szybicki, D., Gierlak, P., Kurc, K., Pietruś, P., Cygan, R.: Programming of industrial robots using virtual reality and digital twins. Appl. Sci. 10(2), 486 (2020)CrossRef Burghardt, A., Szybicki, D., Gierlak, P., Kurc, K., Pietruś, P., Cygan, R.: Programming of industrial robots using virtual reality and digital twins. Appl. Sci. 10(2), 486 (2020)CrossRef
39.
go back to reference Pairet, È., Ardón, P., Liu, X., Lopes, J., Hastie, H., Lohan, K.S.: A digital twin for human-robot interaction. In: 2019 14th ACM/IEEE International Conference on Human-Robot Interaction (HRI). IEEE, pp 372–372 (2019) Pairet, È., Ardón, P., Liu, X., Lopes, J., Hastie, H., Lohan, K.S.: A digital twin for human-robot interaction. In: 2019 14th ACM/IEEE International Conference on Human-Robot Interaction (HRI). IEEE, pp 372–372 (2019)
40.
go back to reference Ravichandar, H., Polydoros, A.S., Chernova, S., Billard, A.: Recent advances in robot learning from demonstration. Ann. Rev. Contr., Robot. Auton. Syst. 3, 297–330 (2020)CrossRef Ravichandar, H., Polydoros, A.S., Chernova, S., Billard, A.: Recent advances in robot learning from demonstration. Ann. Rev. Contr., Robot. Auton. Syst. 3, 297–330 (2020)CrossRef
41.
go back to reference Tao, F., Zhang, M.: Digital twin shop-floor: a new shop-floor paradigm towards smart manufacturing. IEEE Access 5, 20418–20427 (2017)CrossRef Tao, F., Zhang, M.: Digital twin shop-floor: a new shop-floor paradigm towards smart manufacturing. IEEE Access 5, 20418–20427 (2017)CrossRef
42.
go back to reference Malik, A.A., Bilberg, A.: Digital twins of human robot collaboration in a production setting. Procedia Manuf. 17, 278–285 (2018)CrossRef Malik, A.A., Bilberg, A.: Digital twins of human robot collaboration in a production setting. Procedia Manuf. 17, 278–285 (2018)CrossRef
43.
go back to reference Fagherazzi, G.: Deep digital phenotyping and digital twins for precision health: time to dig deeper. J. Med. Internet Res. 22(3), e16770 (2020)CrossRef Fagherazzi, G.: Deep digital phenotyping and digital twins for precision health: time to dig deeper. J. Med. Internet Res. 22(3), e16770 (2020)CrossRef
44.
go back to reference Booyse, W., Wilke, D.N., Heyns, S.: Deep digital twins for detection, diagnostics and prognostics. Mech. Syst. Signal Process. 140, 106612 (2020)CrossRef Booyse, W., Wilke, D.N., Heyns, S.: Deep digital twins for detection, diagnostics and prognostics. Mech. Syst. Signal Process. 140, 106612 (2020)CrossRef
45.
go back to reference Elkefi, S., Asan, O.: Digital twins for managing health care systems: rapid literature review. J. Med. Internet Res. 24(8), e37641 (2022)CrossRef Elkefi, S., Asan, O.: Digital twins for managing health care systems: rapid literature review. J. Med. Internet Res. 24(8), e37641 (2022)CrossRef
46.
go back to reference Paul, G., Abele, N.D., Kluth, K.: A review and qualitative meta-analysis of digital human modeling and cyber-physical-systems in ergonomics 4.0. IISE Trans. Occup. Ergon. Human Factors 1–13 (2021) Paul, G., Abele, N.D., Kluth, K.: A review and qualitative meta-analysis of digital human modeling and cyber-physical-systems in ergonomics 4.0. IISE Trans. Occup. Ergon. Human Factors 1–13 (2021)
47.
go back to reference Lonsdale, H., Gray, G.M., Ahumada, L.M., Yates, H.M., Varughese, A., Rehman, M.A.: The perioperative human digital twin. Anesth. Analg. 134(4), 885–892 (2022)CrossRef Lonsdale, H., Gray, G.M., Ahumada, L.M., Yates, H.M., Varughese, A., Rehman, M.A.: The perioperative human digital twin. Anesth. Analg. 134(4), 885–892 (2022)CrossRef
48.
go back to reference Laubenbacher, R., Sluka, J.P., Glazier, J.A.: Using digital twins in viral infection. Science 371(6534), 1105–1106 (2021)CrossRef Laubenbacher, R., Sluka, J.P., Glazier, J.A.: Using digital twins in viral infection. Science 371(6534), 1105–1106 (2021)CrossRef
49.
go back to reference Milne-Ives, M., Fraser, L.K., Khan, A., Walker, D., van Velthoven, M.H., May, J., Wolfe, I., Harding, T., Meinert, E.: Life course digital twins-intelligent monitoring for early and continuous intervention and prevention (LifeTIME): proposal for a retrospective cohort study. JMIR Res. Protoc. 11(5), e35738 (2022)CrossRef Milne-Ives, M., Fraser, L.K., Khan, A., Walker, D., van Velthoven, M.H., May, J., Wolfe, I., Harding, T., Meinert, E.: Life course digital twins-intelligent monitoring for early and continuous intervention and prevention (LifeTIME): proposal for a retrospective cohort study. JMIR Res. Protoc. 11(5), e35738 (2022)CrossRef
50.
go back to reference Subramanian, K.: Digital twin for drug discovery and development—The virtual liver. J. Indian Inst. Sci. 100(4), 653–662 (2020)CrossRef Subramanian, K.: Digital twin for drug discovery and development—The virtual liver. J. Indian Inst. Sci. 100(4), 653–662 (2020)CrossRef
51.
go back to reference Schwartz, S.M., Wildenhaus, K., Bucher, A., Byrd, B.: Digital twins and the emerging science of self: Implications for digital health experience design and “small” data. Front. Comput. Sci. 2, 31 (2020)CrossRef Schwartz, S.M., Wildenhaus, K., Bucher, A., Byrd, B.: Digital twins and the emerging science of self: Implications for digital health experience design and “small” data. Front. Comput. Sci. 2, 31 (2020)CrossRef
52.
go back to reference Lal, A., Li, G., Cubro, E., Chalmers, S., Li, H., Herasevich, V., Dong, Y., Pickering, B.W., Kilickaya, O., Gajic, O.: Development and verification of a digital twin patient model to predict specific treatment response during the first 24 hours of sepsis. Crit. Care Explor. 2(11) (2020) Lal, A., Li, G., Cubro, E., Chalmers, S., Li, H., Herasevich, V., Dong, Y., Pickering, B.W., Kilickaya, O., Gajic, O.: Development and verification of a digital twin patient model to predict specific treatment response during the first 24 hours of sepsis. Crit. Care Explor. 2(11) (2020)
53.
go back to reference Erol, T., Mendi, A.F., Doğan, D.: The digital twin revolution in healthcare. In: 2020 4th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT), IEEE, pp. 1–7 (2020) Erol, T., Mendi, A.F., Doğan, D.: The digital twin revolution in healthcare. In: 2020 4th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT), IEEE, pp. 1–7 (2020)
54.
go back to reference Voigt, I., Inojosa, H., Dillenseger, A., Haase, R., Akgün, K., Ziemssen, T.: Digital twins for multiple sclerosis. Front. Immunol. 12, 1556 (2021)CrossRef Voigt, I., Inojosa, H., Dillenseger, A., Haase, R., Akgün, K., Ziemssen, T.: Digital twins for multiple sclerosis. Front. Immunol. 12, 1556 (2021)CrossRef
55.
go back to reference Ahmed, H., Devoto, L.: The potential of a digital twin in surgery. Surg. Innov. 28(4), 509–510 (2021)CrossRef Ahmed, H., Devoto, L.: The potential of a digital twin in surgery. Surg. Innov. 28(4), 509–510 (2021)CrossRef
56.
go back to reference Tai, Y., Zhang, L., Li, Q., Zhu, C., Chang, V., Rodrigues, J.J., Guizani, M.: Digital twin-enabled IoMT system for surgical simulation using rAC-GAN. IEEE Internet Things J. (2022) Tai, Y., Zhang, L., Li, Q., Zhu, C., Chang, V., Rodrigues, J.J., Guizani, M.: Digital twin-enabled IoMT system for surgical simulation using rAC-GAN. IEEE Internet Things J. (2022)
57.
go back to reference Bjelland, Ø., Rasheed, B., Schaathun, H.G., Pedersen, M.D., Steinert, M., Hellevik, A.I., Bye, R.T.: Towards a digital twin for arthroscopic knee surgery: a systematic review. IEEE Access (2022) Bjelland, Ø., Rasheed, B., Schaathun, H.G., Pedersen, M.D., Steinert, M., Hellevik, A.I., Bye, R.T.: Towards a digital twin for arthroscopic knee surgery: a systematic review. IEEE Access (2022)
58.
go back to reference Golse, N., Joly, F., Combari, P., Lewin, M., Nicolas, Q., Audebert, C., Samuel, D., Allard, M.-A., Cunha, A.S., Castaing, D.: Predicting the risk of post-hepatectomy portal hypertension using a digital twin: a clinical proof of concept. J. Hepatol. 74(3), 661–669 (2021)CrossRef Golse, N., Joly, F., Combari, P., Lewin, M., Nicolas, Q., Audebert, C., Samuel, D., Allard, M.-A., Cunha, A.S., Castaing, D.: Predicting the risk of post-hepatectomy portal hypertension using a digital twin: a clinical proof of concept. J. Hepatol. 74(3), 661–669 (2021)CrossRef
59.
go back to reference Garbey, M., Joerger, G., Furr, S.: Application of digital twin and heuristic computer reasoning to workflow management: gastroenterology outpatient centers study (2022). medRxiv Garbey, M., Joerger, G., Furr, S.: Application of digital twin and heuristic computer reasoning to workflow management: gastroenterology outpatient centers study (2022). medRxiv
60.
go back to reference Kalozoumis, P.G., Marino, M., Carniel, E.L., Lakovidis, D.K.: Towards the development of a digital twin for endoscopic medical device testing. In: Digital Twins for Digital Transformation: Innovation in Industry, pp. 113–145. Springer (2022) Kalozoumis, P.G., Marino, M., Carniel, E.L., Lakovidis, D.K.: Towards the development of a digital twin for endoscopic medical device testing. In: Digital Twins for Digital Transformation: Innovation in Industry, pp. 113–145. Springer (2022)
61.
go back to reference Croatti, A., Gabellini, M., Montagna, S., Ricci, A.: On the integration of agents and digital twins in healthcare. J. Med. Syst. 44(9), 1–8 (2020)CrossRef Croatti, A., Gabellini, M., Montagna, S., Ricci, A.: On the integration of agents and digital twins in healthcare. J. Med. Syst. 44(9), 1–8 (2020)CrossRef
62.
go back to reference Patrone, C., Galli, G., Revetria, R.: A state of the art of digital twin and simulation supported by data mining in the healthcare sector. In: Advancing Technology Industrialization Through Intelligent Software Methodologies, Tools and Techniques, pp. 605–615 (2019) Patrone, C., Galli, G., Revetria, R.: A state of the art of digital twin and simulation supported by data mining in the healthcare sector. In: Advancing Technology Industrialization Through Intelligent Software Methodologies, Tools and Techniques, pp. 605–615 (2019)
63.
go back to reference Faleiro, R., Pan, L., Pokhrel, S.R., Doss, R.: Digital twin for cybersecurity: towards enhancing cyber resilience. In: International Conference on Broadband Communications, Networks and Systems, pp. 57–76. Springer (2021) Faleiro, R., Pan, L., Pokhrel, S.R., Doss, R.: Digital twin for cybersecurity: towards enhancing cyber resilience. In: International Conference on Broadband Communications, Networks and Systems, pp. 57–76. Springer (2021)
64.
go back to reference Cicirelli, F., Guerrieri, A., Mastroianni, C., Vinci, A.: Emerging internet of things solutions and technologies. Electronics 10, 1928 (2021). Note: MDPI stays neutral with regard to jurisdictional claims in published Cicirelli, F., Guerrieri, A., Mastroianni, C., Vinci, A.: Emerging internet of things solutions and technologies. Electronics 10, 1928 (2021). Note: MDPI stays neutral with regard to jurisdictional claims in published
65.
go back to reference Karakra, A., Fontanili, F., Lamine, E., Lamothe, J.: HospiT'Win: a predictive simulation-based digital twin for patients pathways in hospital. In: 2019 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI), IEEE, pp. 1–4 (2019) Karakra, A., Fontanili, F., Lamine, E., Lamothe, J.: HospiT'Win: a predictive simulation-based digital twin for patients pathways in hospital. In: 2019 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI), IEEE, pp. 1–4 (2019)
66.
go back to reference Zhao, Z., Shen, L., Yang, C., Wu, W., Zhang, M., Huang, G.Q.: IoT and digital twin enabled smart tracking for safety management. Comput. Oper. Res. 128, 105183 (2021)MathSciNetMATHCrossRef Zhao, Z., Shen, L., Yang, C., Wu, W., Zhang, M., Huang, G.Q.: IoT and digital twin enabled smart tracking for safety management. Comput. Oper. Res. 128, 105183 (2021)MathSciNetMATHCrossRef
67.
go back to reference Liu, Y., Zhang, L., Yang, Y., Zhou, L., Ren, L., Wang, F., Liu, R., Pang, Z., Deen, M.J.: A novel cloud-based framework for the elderly healthcare services using digital twin. IEEE Access 7, 49088–49101 (2019)CrossRef Liu, Y., Zhang, L., Yang, Y., Zhou, L., Ren, L., Wang, F., Liu, R., Pang, Z., Deen, M.J.: A novel cloud-based framework for the elderly healthcare services using digital twin. IEEE Access 7, 49088–49101 (2019)CrossRef
68.
go back to reference Pilati, F., Tronconi, R., Nollo, G., Heragu, S.S., Zerzer, F.: Digital twin of COVID-19 mass vaccination centers. Sustainability 13(13), 7396 (2021)CrossRef Pilati, F., Tronconi, R., Nollo, G., Heragu, S.S., Zerzer, F.: Digital twin of COVID-19 mass vaccination centers. Sustainability 13(13), 7396 (2021)CrossRef
69.
go back to reference Barresi, G., Zenzeri, J., Tessadori, J., Laffranchi, M., Semprini, M., Michieli, L.D.: Neuro-gerontechnologies: applications and opportunities. In: Internet of Things for Human-Centered Design, pp 123–153. Springer (2022) Barresi, G., Zenzeri, J., Tessadori, J., Laffranchi, M., Semprini, M., Michieli, L.D.: Neuro-gerontechnologies: applications and opportunities. In: Internet of Things for Human-Centered Design, pp 123–153. Springer (2022)
70.
go back to reference Petrushin, A., Freddolini, M., Barresi, G., Bustreo, M., Laffranchi, M., Bue, A.D., Michieli, L.D.: IoT-Powered monitoring systems for geriatric healthcare: overview. In: Internet of Things for Human-Centered Design, pp. 99–122 (2022) Petrushin, A., Freddolini, M., Barresi, G., Bustreo, M., Laffranchi, M., Bue, A.D., Michieli, L.D.: IoT-Powered monitoring systems for geriatric healthcare: overview. In: Internet of Things for Human-Centered Design, pp. 99–122 (2022)
71.
go back to reference Ackerman, M.J., Filart, R., Burgess, L.P., Lee, I., Poropatich, R.K.: Developing next-generation telehealth tools and technologies: patients, systems, and data perspectives. Telemed. e-Health 16(1), 93–95 (2010)CrossRef Ackerman, M.J., Filart, R., Burgess, L.P., Lee, I., Poropatich, R.K.: Developing next-generation telehealth tools and technologies: patients, systems, and data perspectives. Telemed. e-Health 16(1), 93–95 (2010)CrossRef
72.
go back to reference Tröbinger, M., Costinescu, A., Xing, H., Elsner, J., Hu, T., Naceri, A., Figueredo, L., Jensen, E., Burschka, D., Haddadin, S.: A dual doctor-patient twin paradigm for transparent remote examination, diagnosis, and rehabilitation. In: 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE, pp. 2933–2940 (2021) Tröbinger, M., Costinescu, A., Xing, H., Elsner, J., Hu, T., Naceri, A., Figueredo, L., Jensen, E., Burschka, D., Haddadin, S.: A dual doctor-patient twin paradigm for transparent remote examination, diagnosis, and rehabilitation. In: 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE, pp. 2933–2940 (2021)
73.
go back to reference Benis, A., Tamburis, O., Chronaki, C., Moen, A.: One digital health: a unified framework for future health ecosystems. J. Med. Internet Res. 23(2), e22189 (2021)CrossRef Benis, A., Tamburis, O., Chronaki, C., Moen, A.: One digital health: a unified framework for future health ecosystems. J. Med. Internet Res. 23(2), e22189 (2021)CrossRef
74.
go back to reference Rodríguez-Aguilar, R., Marmolejo-Saucedo, J.-A.: Conceptual framework of digital health public emergency system: digital twins and multiparadigm simulation. EAI Endors. Trans. Pervasive Health Technol. 6(21), e3–e3 (2020)CrossRef Rodríguez-Aguilar, R., Marmolejo-Saucedo, J.-A.: Conceptual framework of digital health public emergency system: digital twins and multiparadigm simulation. EAI Endors. Trans. Pervasive Health Technol. 6(21), e3–e3 (2020)CrossRef
75.
go back to reference Laaki, H., Miche, Y., Tammi, K.: Prototyping a digital twin for real time remote control over mobile networks: application of remote surgery. IEEE Access 7, 20325–20336 (2019)CrossRef Laaki, H., Miche, Y., Tammi, K.: Prototyping a digital twin for real time remote control over mobile networks: application of remote surgery. IEEE Access 7, 20325–20336 (2019)CrossRef
76.
go back to reference Taylor, L., Dibb, B.: Exploring users and non-users views of the digital twin on a mHealth app: a thematic, qualitative approach. Cogent Psychol. 9(1), 2079802 (2022)CrossRef Taylor, L., Dibb, B.: Exploring users and non-users views of the digital twin on a mHealth app: a thematic, qualitative approach. Cogent Psychol. 9(1), 2079802 (2022)CrossRef
77.
go back to reference Behm-Morawitz, E.: Mirrored selves: The influence of self-presence in a virtual world on health, appearance, and well-being. Comput. Hum. Behav. 29(1), 119–128 (2013)CrossRef Behm-Morawitz, E.: Mirrored selves: The influence of self-presence in a virtual world on health, appearance, and well-being. Comput. Hum. Behav. 29(1), 119–128 (2013)CrossRef
78.
go back to reference Fox, J., Bailenson, J.N., Tricase, L.: The embodiment of sexualized virtual selves: the Proteus effect and experiences of self-objectification via avatars. Comput. Hum. Behav. 29(3), 930–938 (2013)CrossRef Fox, J., Bailenson, J.N., Tricase, L.: The embodiment of sexualized virtual selves: the Proteus effect and experiences of self-objectification via avatars. Comput. Hum. Behav. 29(3), 930–938 (2013)CrossRef
79.
go back to reference Wrzesien, M., Rodríguez, A., Rey, B., Alcañiz, M., Baños, R.M., Vara, M.D.: How the physical similarity of avatars can influence the learning of emotion regulation strategies in teenagers. Comput. Hum. Behav. 43, 101–111 (2015)CrossRef Wrzesien, M., Rodríguez, A., Rey, B., Alcañiz, M., Baños, R.M., Vara, M.D.: How the physical similarity of avatars can influence the learning of emotion regulation strategies in teenagers. Comput. Hum. Behav. 43, 101–111 (2015)CrossRef
80.
go back to reference Horne, M., Hill, A., Murells, T., Ugail, H., Chinnadorai, R., Hardy, M.: Using avatars in weight management settings: a systematic review. Internet Interv. 19, 100295 (2020)CrossRef Horne, M., Hill, A., Murells, T., Ugail, H., Chinnadorai, R., Hardy, M.: Using avatars in weight management settings: a systematic review. Internet Interv. 19, 100295 (2020)CrossRef
81.
go back to reference Kim, Y., Sundar, S.S.: Visualizing ideal self vs. actual self through avatars: impact on preventive health outcomes. Comput. Human Behav. 28(4), 1356–1364 (2012) Kim, Y., Sundar, S.S.: Visualizing ideal self vs. actual self through avatars: impact on preventive health outcomes. Comput. Human Behav. 28(4), 1356–1364 (2012)
82.
go back to reference Matsangidou, M., Otkhmezuri, B., Ang, C.S., Avraamides, M., Riva, G., Gaggioli, A., Iosif, D., Karekla, M.: “Now i can see me” designing a multi-user virtual reality remote psychotherapy for body weight and shape concerns. Human-Comput. Interact. 37(4), 314–340 (2022)CrossRef Matsangidou, M., Otkhmezuri, B., Ang, C.S., Avraamides, M., Riva, G., Gaggioli, A., Iosif, D., Karekla, M.: “Now i can see me” designing a multi-user virtual reality remote psychotherapy for body weight and shape concerns. Human-Comput. Interact. 37(4), 314–340 (2022)CrossRef
83.
go back to reference Blut, M., Wang, C., Wünderlich, N.V., Brock, C.: Understanding anthropomorphism in service provision: a meta-analysis of physical robots, chatbots, and other AI. J. Acad. Mark. Sci. 49(4), 632–658 (2021)CrossRef Blut, M., Wang, C., Wünderlich, N.V., Brock, C.: Understanding anthropomorphism in service provision: a meta-analysis of physical robots, chatbots, and other AI. J. Acad. Mark. Sci. 49(4), 632–658 (2021)CrossRef
84.
go back to reference Godfrey, S.B., Barresi, G.: Video games for positive aging: playfully engaging older adults. In: Internet of Things for Human-Centered Design, pp. 375–404. Springer (2022) Godfrey, S.B., Barresi, G.: Video games for positive aging: playfully engaging older adults. In: Internet of Things for Human-Centered Design, pp. 375–404. Springer (2022)
85.
go back to reference Harichandran, A., Johansen, K.W., Jacobsen, E.L., Teizer, J.: A conceptual framework for construction safety training using dynamic virtual reality games and digital twins. In: ISARC. Proceedings of the International Symposium on Automation and Robotics in Construction. IAARC Publications, pp. 621–628 (2021) Harichandran, A., Johansen, K.W., Jacobsen, E.L., Teizer, J.: A conceptual framework for construction safety training using dynamic virtual reality games and digital twins. In: ISARC. Proceedings of the International Symposium on Automation and Robotics in Construction. IAARC Publications, pp. 621–628 (2021)
86.
go back to reference El Saddik, A., Badawi, H., Velazquez, R.A.M., Laamarti, F., Diaz, R.G., Bagaria, N., Arteaga-Falconi, J.S.: Dtwins: a digital twins ecosystem for health and well-being. IEEE COMSOC MMTC Commun. Front. 14, 39–43 (2019) El Saddik, A., Badawi, H., Velazquez, R.A.M., Laamarti, F., Diaz, R.G., Bagaria, N., Arteaga-Falconi, J.S.: Dtwins: a digital twins ecosystem for health and well-being. IEEE COMSOC MMTC Commun. Front. 14, 39–43 (2019)
87.
go back to reference Choukou, M.-A.: Sustainability of mHealth solutions for healthcare system strengthening. In: Digital Health, pp 171–189. Elsevier (2021) Choukou, M.-A.: Sustainability of mHealth solutions for healthcare system strengthening. In: Digital Health, pp 171–189. Elsevier (2021)
88.
go back to reference Corti, L., Afferni, P., Bertolaso, M.: Healthcare 4.0 and human-centric approach. MEDIC (2020) Corti, L., Afferni, P., Bertolaso, M.: Healthcare 4.0 and human-centric approach. MEDIC (2020)
89.
go back to reference Afferni, P., Merone, M., Soda, P.: Hospital 4.0 and its innovation in methodologies and technologies. In: 2018 IEEE 31st International Symposium on Computer-Based Medical Systems (CBMS), IEEE, pp 333–338 (2018) Afferni, P., Merone, M., Soda, P.: Hospital 4.0 and its innovation in methodologies and technologies. In: 2018 IEEE 31st International Symposium on Computer-Based Medical Systems (CBMS), IEEE, pp 333–338 (2018)
90.
go back to reference Sarangi, S., Choudhury, S.B., Jain, P., Bhatt, P.V., Ramanath, S., Sharma, R., Srinivasu, P.: Development and deployment of a scalable IoT Framework for digital farming applications. In: 2018 IEEE Global Humanitarian Technology Conference (GHTC). IEEE, pp. 1–2 (2018) Sarangi, S., Choudhury, S.B., Jain, P., Bhatt, P.V., Ramanath, S., Sharma, R., Srinivasu, P.: Development and deployment of a scalable IoT Framework for digital farming applications. In: 2018 IEEE Global Humanitarian Technology Conference (GHTC). IEEE, pp. 1–2 (2018)
91.
go back to reference Gaggioli, A.: Phygital spaces: when atoms meet bits. Cyberpsychol. Behav. Soc. Netw. 20(12), 774–774 (2017)CrossRef Gaggioli, A.: Phygital spaces: when atoms meet bits. Cyberpsychol. Behav. Soc. Netw. 20(12), 774–774 (2017)CrossRef
92.
go back to reference Soloviov, E., Danilov, A.: The beginning of phygital world. South Asian J. Eng. Technol. 10 (2020) Soloviov, E., Danilov, A.: The beginning of phygital world. South Asian J. Eng. Technol. 10 (2020)
93.
go back to reference Gregory, D.: Healthcare Goes Digital: Designing for the Convergence of the Digital and Physical Environment—Implications for Design Professionals. SAGE Publications Sage CA, Los Angeles, CA (2022) Gregory, D.: Healthcare Goes Digital: Designing for the Convergence of the Digital and Physical Environment—Implications for Design Professionals. SAGE Publications Sage CA, Los Angeles, CA (2022)
94.
go back to reference Yoon, K., Kim, S.-K., Jeong, S.P., Choi, J.-H. Interfacing cyber and physical worlds: introduction to IEEE 2888 standards. In: 2021 IEEE International Conference on Intelligent Reality (ICIR). IEEE, pp 49–50 (2021) Yoon, K., Kim, S.-K., Jeong, S.P., Choi, J.-H. Interfacing cyber and physical worlds: introduction to IEEE 2888 standards. In: 2021 IEEE International Conference on Intelligent Reality (ICIR). IEEE, pp 49–50 (2021)
95.
go back to reference Frossard, L., Lloyd, D.: The future of bionic limbs. Res. Features 134, 74–77 (2021) Frossard, L., Lloyd, D.: The future of bionic limbs. Res. Features 134, 74–77 (2021)
96.
go back to reference Chen, D., Ottikkutti, S., Tahmasebi, K.N.: A mechatronics-twin framework based on Stewart platform for effective exploration of operational behaviors of prosthetic sockets with amputees. In: BIODEVICES-16th International Conference on Biomedical Electronics and Devices (2022) Chen, D., Ottikkutti, S., Tahmasebi, K.N.: A mechatronics-twin framework based on Stewart platform for effective exploration of operational behaviors of prosthetic sockets with amputees. In: BIODEVICES-16th International Conference on Biomedical Electronics and Devices (2022)
97.
go back to reference Pizzolato, C., Saxby, D.J., Palipana, D., Diamond, L.E., Barrett, R.S., Teng, Y.D., Lloyd, D.G.: Neuromusculoskeletal modeling-based prostheses for recovery after spinal cord injury. Front. Neurorobot. 97 (2019) Pizzolato, C., Saxby, D.J., Palipana, D., Diamond, L.E., Barrett, R.S., Teng, Y.D., Lloyd, D.G.: Neuromusculoskeletal modeling-based prostheses for recovery after spinal cord injury. Front. Neurorobot. 97 (2019)
98.
go back to reference Wright, J.M., Regele, O.B., Kourtis, L.C., Pszenny, S.M., Sirkar, R., Kovalchick, C., Jones, G.B.: Evolution of the digital biomarker ecosystem. Dig. Med. 3(4), 154 (2017)CrossRef Wright, J.M., Regele, O.B., Kourtis, L.C., Pszenny, S.M., Sirkar, R., Kovalchick, C., Jones, G.B.: Evolution of the digital biomarker ecosystem. Dig. Med. 3(4), 154 (2017)CrossRef
99.
go back to reference Kwok, P.K., Yan, M., Qu, T., Lau, H.Y.: User acceptance of virtual reality technology for practicing digital twin-based crisis management. Int. J. Comput. Integr. Manuf. 34(7–8), 874–887 (2021)CrossRef Kwok, P.K., Yan, M., Qu, T., Lau, H.Y.: User acceptance of virtual reality technology for practicing digital twin-based crisis management. Int. J. Comput. Integr. Manuf. 34(7–8), 874–887 (2021)CrossRef
100.
go back to reference Leo, C.G., Tumolo, M.R., Sabina, S., Colella, R., Recchia, V., Ponzini, G., Fotiadis, D.I., Bodini, A., Mincarone, P.: Health technology assessment for in silico medicine: social, ethical and legal aspects. Int. J. Environ. Res. Public Health 19(3), 1510 (2022)CrossRef Leo, C.G., Tumolo, M.R., Sabina, S., Colella, R., Recchia, V., Ponzini, G., Fotiadis, D.I., Bodini, A., Mincarone, P.: Health technology assessment for in silico medicine: social, ethical and legal aspects. Int. J. Environ. Res. Public Health 19(3), 1510 (2022)CrossRef
101.
go back to reference Huang, P.-H., Kim, K.-H., Schermer, M.: Ethical issues of digital twins for personalized health care service: preliminary mapping study. J. Med. Internet Res. 24(1), e33081 (2022)CrossRef Huang, P.-H., Kim, K.-H., Schermer, M.: Ethical issues of digital twins for personalized health care service: preliminary mapping study. J. Med. Internet Res. 24(1), e33081 (2022)CrossRef
102.
go back to reference Nyholm, S.: Should a medical digital twin be viewed as an extension of the patient’s body? J. Med. Ethics 47(6), 401–402 (2021)CrossRef Nyholm, S.: Should a medical digital twin be viewed as an extension of the patient’s body? J. Med. Ethics 47(6), 401–402 (2021)CrossRef
103.
go back to reference Bruynseels, K., Santoni de Sio, F., Van den Hoven, J.: Digital twins in health care: ethical implications of an emerging engineering paradigm. Front. Genet. 31 (2018) Bruynseels, K., Santoni de Sio, F., Van den Hoven, J.: Digital twins in health care: ethical implications of an emerging engineering paradigm. Front. Genet. 31 (2018)
104.
go back to reference Braun, M.: Represent me: please! towards an ethics of digital twins in medicine. J. Med. Ethics 47(6), 394–400 (2021)CrossRef Braun, M.: Represent me: please! towards an ethics of digital twins in medicine. J. Med. Ethics 47(6), 394–400 (2021)CrossRef
105.
go back to reference Nurgalieva, L., O’Callaghan, D., Doherty, G.: Security and privacy of mHealth applications: a scoping review. IEEE Access 8, 104247–104268 (2020)CrossRef Nurgalieva, L., O’Callaghan, D., Doherty, G.: Security and privacy of mHealth applications: a scoping review. IEEE Access 8, 104247–104268 (2020)CrossRef
106.
go back to reference Perno, M., Hvam, L., Haug, A.: Enablers and barriers to the implementation of digital twins in the process industry: a systematic literature review. In: 2020 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM). IEEE, pp 959–964 (2020) Perno, M., Hvam, L., Haug, A.: Enablers and barriers to the implementation of digital twins in the process industry: a systematic literature review. In: 2020 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM). IEEE, pp 959–964 (2020)
107.
go back to reference Yi, C., Park, S., Yang, C., Jiang, F., Ding, Z., Zhu, J., Liu, J.: Muscular human cybertwin for internet of everything: a pilot study. IEEE Trans. Ind. Inf. (2022) Yi, C., Park, S., Yang, C., Jiang, F., Ding, Z., Zhu, J., Liu, J.: Muscular human cybertwin for internet of everything: a pilot study. IEEE Trans. Ind. Inf. (2022)
Metadata
Title
Digital Twins and Healthcare: Quick Overview and Human-Centric Perspectives
Authors
Giacinto Barresi
Andrea Gaggioli
Federico Sternini
Alice Ravizza
Claudio Pacchierotti
Lorenzo De Michieli
Copyright Year
2023
Publisher
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-99-3989-3_4