A bibliometric study of Cybersecurity in Industry 4.0 publications

Authors

DOI:

https://doi.org/10.33448/rsd-v10i3.12937

Keywords:

Industry 4.0; Cyber security; Resilience.

Abstract

The 4th Industrial Revolution (4IR), characterized by the combination of different technologies, in several degrees of maturity, generates a set of innovation opportunities in the industry. This revolution, known as Industry 4.0, originated in Germany, within a national strategy to make the country a leader in technology, aiming to strengthen its global competitiveness. The current technological environment of Industry 4.0 makes use of interconnected cyber-physical systems through a set of enabling technologies. With the connectivity of these systems, Cyber Security challenges arise, making these issues a top concern for business leaders. Faced with a scenario for the protection of data and information, this research carried out a bibliometric study on the scientific production related to Cyber Security in Industry 4.0, using a quantitative-qualitative approach to measure publications and their characteristics. The analysis and discussion of the results made it possible to identify the research areas of the publications, the periodicals with the largest number of publications, the authors with the most cited works, the countries and institutions with the most relevant research on the topic, and the representativeness of the keywords used in publications identified in the Web of Science and Scopus databases.

Author Biographies

Antonio João Gonçalves de Azambuja, Technological Institute of Aeronautics

Doctorate from the Graduate Program in Science Education at the Federal University of Rio Grande do Sul - UFRGS. Doctoral student of the Postgraduate Program in Space Sciences and Technologies - Technological Management at Instituto Tecnológico de Aeronáutica - ITA. Master in Knowledge Management and Information Technology, at the Catholic University of Brasília, with an emphasis on Cybersecurity. Subjects taken at the Doctorate of the Technological Institute of Aeronautics, with the following subjects taken: Innovation and Entrepreneurship in Technology Engineering Processes for Technology-Based Products, Sustainability of the Manufacturing Process, Integrated Product Development, Advanced Manufacturing, Lean Product Development and Analysis of Technological Risks. Lato Sensu post-graduation in Strategic Management of Information Technology and Post-graduation in Software Engineering and Architecture at Universidade Estácio de Sá. Lato Sensu graduate course in Information Security at Centro Universitário IESB. Graduated in Information Security Technology at the Catholic University of Brasília - UCB. MBI - Master Business Innovation FIESC - SENAI, an immersion in the 4th. Industrial Revolution. Studying at Fundação Getúlio Vargas the Executive MBA in Business Analytics and Big Data, with the following subjects already taken: Statistical Inference, Information Modeling and Data Analysis with R. Certifications: Principles of IT Management (EXIN). Information Security Foundation based on ISO / IEC 27002 (ISFS), EXIN Business Continuity Management Foundation based on ISO 22301 (BCMF), Scrum Fundamentals Certified (SFC) and COBIT 5 Foundation. Experience in Computer Science, with emphasis on Information Security Technologies, information technology project management, information security management, risk management and in micro and small business management. Member of the information technology support team of the Executive Secretariat of the Support Program for Scientific and Technological Development - PADCT and Technical Secretary for Information Technology of the PADCT Management Information System. Public servant of the State Science and Technology career, with fifteen years of experience and performance in the National Council for Scientific and Technological Development - CNPq of the Ministry of Science, Technology, Innovation and Communications, acting as Substitute Chief of the Security Service of Information and Substitute Chief of the Information Technology Planning and Innovation Service. Required by the Federal Attorney General, exercising the position of Head of the institution's Information and Communications Security Service. He works as a professor in the Computer Networks Security Graduate and MBA in Business Intelligence - Business Intelligence at Universidade Estácio de Sá.

Vilson Rosa Almeida, Technological Institute of Aeronautics

Director of Institutional Cooperation (DCOI) of CNPq from 06/18/2019 to 07/05/2020. Specialized in the areas of Photonics and Electronic Engineering, for Aerospace applications and Biomedical Engineering, with an emphasis on: Silicon Photonics, Integrated Optics, Fiber Optic Sensors, Micro / nano-devices and Micro / nano-sensors, Microwaves (RF) and Optoelectronics. Graduated from the Technological Institute of Aeronautics (ITA) in Electronic Engineering with the distinction Magna Cum Laude (1997), in addition to graduating from the Air Force Academy (AFA) in Aeronautical Sciences with a degree in Military Aviation (1987), master's degree from ITA in Engineering Electronics and Computing (1998) and PhD from Cornell University in Electrical and Computer Engineering (2004). He has experience in the conception, design, manufacture and characterization of devices in Integrated Photonics in Silicon, from Sensors to Fiber Optics, especially for Aerospace Applications. He coordinated a technological development project, financed by FINEP, entitled "Optical Fiber Miniaturized Girometric Block for use in Missil MAR-1". Accredited in the Post-Graduation of ITA and in the Photonics Division of the Institute for Advanced Studies (IEAv), both belonging to DCTA-COMAer. Accredited in the Graduate Program in Biomedical Engineering (PPGEB) of the University of Brazil. Member of the Evaluation Committee for Graduate Programs of CAPES - Engenharias III (Triennial 2010-2012; Quadrennial 2013-2016). Member of the Deliberative Council of the Brazilian Society of Optics and Photonics (SBFoton). Coordinator of the "Physics in the Company" (FEM) Area Commission, of the Brazilian Physics Society (SBF). Adhoc advisor to FAPESP in PIPE Projects and scholarships in general. CNPq Fellow in Productivity in Technological Development and Innovative Extension - DT, level 1D. International recognition for a relevant scientific contribution, by triple composing the list of the 100 most cited articles in the 40 years of history of the renowned international journal Optics Letters (https://www.osapublishing.org/ol40/most-cited-OL-papers.cfm ), classified as QUALIS A1 in the areas of Engineering III and IV, among other areas; the researcher's articles ranked # 16, 60 and 80 among the most cited, characterizing him as the most cited Brazilian and with the highest number of ranked articles.

References

ABNT – (2013) – NBR ISO/IEC 27001:2013: Tecnologia da informação – Técnicas de segurança – Sistemas de gestão de segurança da informação. Rio de Janeiro: Associação Brasileira de Normas Técnicas.

ABNT – (2013) – NBR ISO/IEC 27002:2013: Tecnologia da informação – Técnicas de segurança – Código de prática para a gestão da segurança da informação. Rio de Janeiro: Associação Brasileira de Normas Técnicas.

ABNT – (2015) – NBR ISO/IEC 27032:2012: Tecnologia da Informação - Técnicas de segurança - Diretrizes para segurança cibernética. Rio de Janeiro: Associação Brasileira de Normas Técnicas.

Ahram, Tareq, Sargolzaei, Arman & Sargolzaei, Saman; et al. (2017). Blockchain Technology Innovations. Conference: IEEE-technology-and-engineering-management-society conference.

Anderl, R. (2014). Industrie 4.0: advanced engineering of smart products and smart production. Conference: 19th International Seminar on High Technology, Piracicaba, Brazil, pp. 1-14.

ANSSI. (2012). Managing Cybersecurity for Industrial Control Systems. ANSSI.

ANSSI, 2014a. (2014). Classification Method and Key Measures. ANSSI.

ANSSI, 2014b. (2014). Detailed Measures. ANSSI.

Ahram, T, Arman, S, Saman, S, Daniels, J. & Amaba, B. (2017). Blockchain Technology Innovations. Conference: IEEE-Technology-and-Engineering-Management-Society Conference.

Ardito, L, Petruzzelli, A. M. & Panniello, U. (2019). Towards Industry 4.0 Mapping digital technologies for supply chain management-marketing integration. Business Process Management Journal, Volume: 25, Edição: ‏2, Edição especial: SI, Páginas: 323-346.

Ashibani Y. & Mahmoud H. M. (2017). Cyber physical systems security: Analysis, challenges and solutions. Computers & Security, Volume 68, Pages 81-97.

Babiceanu, R. F. & Seker, R. (2017). Cybersecurity and resilience modelling for software-defined networks-based manufacturing application. In: Service Orientation in Holonic and Multi-Agent Manufacturing. Studies in Computational Intelligence. Springer, Cham, pp. 167–176.

Bardin, L. (2011). Análise de conteúdo. São Paulo: Edições 70.

Barros, O. S. R., Gomes U. M & Freitas W. L. (2011). Desafios estratégicos para segurança e defesa cibernética. Biblioteca da Presidência da República. Secretaria de Assuntos Estratégicos da Presidência da República. Brasília.

BCG. (2017). Report from Davos: Board oversight of cyberresilience.

Recuperado de https://www.bcg.com/it-it/publications/2017/technology-digital-reportdavos-board-oversight-cyberresilience.aspx

Bibby L. & Dehe B. (2018). Defining and assessing Industry 4.0 maturity levels-case of the defence sector. Production Planning and Control, vol. 29, no. 12, pp. 1.030-1.043.

Bodeau, D. & Graubart, R. (2017). Cyber resiliency design principles. Technical report. The MITRE Corporation. Recuperado de https ://www.mitre .org/publications/technical-papers/cyber -resiliency-design-principles

Brasil. (2015). Presidência da República. Gabinete de Segurança Institucional. Estratégia de Segurança da Informação e Comunicações e de Segurança Cibernética da Administração Pública Federal 2015-2018, versão 1.0 / Gabinete de Segurança Institucional, Secretaria-Executiva, Departamento de Segurança da Informação e Comunicações. Brasília.

BSI – (2013) – Federal Office for Information Security. ICS Security Compendium. Version 1.23.

Bughin, J., Chui, M & Manyika, J. (2015). An executive’s guide to the internet of things. McKinsey Quarterly, Vol. 4, pp. 92-101, 2015.

Carvalho, P. S. M. (2010). A defesa cibernética e as infraestruturas críticas nacionais. Brasília.

Chen, C, Ibekwe-Sanjuan, F. & Hou, J. (2010). The structure and dynamics of cocitation clusters: A multiple ‐ perspective cocitation analysis. Journal of the American Society for Information Science and Technology, 61(7), 1386-1409.

Chun, K. W., Kim, H. & Lee, K. (2019). A Study on Research Trends of Technologies for Industry 4.0; 3D Printing, Artificial Intelligence, Big Data, Cloud Computing, and Internet of Things. Advanced Multimedia and Ubiquitous Engineering, Lecture Notes in Electrical Engineering, 518 (1), p. 397-403.

Cook, R.I., Render, M. & Woods, D.D. (2009). Resilience Engineering in Practice. International Standard Book, Number-13.

Corallo, A., Lazoi M. & Lezzi M. (2020). Cybersecurity in the context of industry 4.0: A structured classification of critical assets and business impacts. Science Direct, Elsevier, Computers in Industry, 114, pp. 1-15.

Dilberoglu, U. M., Gharehpapagh, B., Yaman. U. & Dolen, M. (2017). The role of additive manufacturing in the era of industry 4.0. Procedia Manufacturing, v. 11, p. 545-554.

Dimase, D., Collier, Z.A. & Heffner, K. et al. (2015). Systems engineering framework for cyber physical security and resilience. Environ Syst Decis 35, 291–300.

Dolgui, A, Ivanov, D., Sethi, S. P. & Sokolov, B. (2019). Scheduling in production, supply chain and Industry 4.0 systems by optimal control: fundamentals, state-of-the-art and applications. International Journal of Production Research, 57:2, 411-432.

Drinkwater, D. (2016). Does a data breach really affect your firm's reputation. Recuperado de http://www.csoonline.com/article/3019283/data-breach/does-a-data-breach-reallyaffect-your-firm-s-reputation.html

Economia, Tecnologia. (2020). Megavazamento de dados de 223 milhões de brasileiros.

Recuperado de https://g1.globo.com/economia/tecnologia/noticia/2021/01/28/vazamento-de-dados-de-223-milhoes-de-brasileiros-o-que-se-sabe-e-o-que-falta-saber.ghtml

European Union Agency for Network and Information Security (ENISA). (2018). Good Practice for Security of Internet of Things in the Context of Smart Manu-facturing, ENISA.

Feng, F. et al. (2015). Visualization and quantitative study in bibliographic databases: a case in the field of university–industry cooperation. Journal of informetrics, v. 9, n. 1, p. 118-134.

Fisher. R. (2004). Supervisory Control and Data Acquisition (SCADA) Systems White Paper. Prepared by Argonne National Laboratory for DPO.

Frost & Sullivan. (2017). Cyber Security in the Era of Industrial IoT. Frost & Sullivan White Paper, Germany.

Grácio, M. M. C. & Garrutti, É. A. (2005). Estatística aplicada à educação: uma análise de conteúdos programáticos de planos de ensino de livros didáticos. Revista de Matemática e Estatística, São Paulo, v. 23, n. 3, p.107-126, abr.

Gerbert, P., Lorenz, M., Rügmann, M., Waldner, M., Justus, J., Hengel, P. & Harnisch, M. (2015). Industry 4.0: the future of productivity growth in manufacturing industries. Munich: The Boston Consulting Group.

Gil, A. C. (2010). Como elaborar projetos de pesquisa. 5. ed. São Paulo: Atlas.

Goldman, G. H. (2010). Building Secure, Resilient Architectures for Cyber Mission Assurance. Bedford, MA: The MITRE Corporation, #10-3301. Recuperado de https://www.mitre.org/sites/default/files/pdf/10_3301.pdf

Greitzer, F. L., J. Purl, Y. M. Leong & P. J. Sticha. (2019). Positioning your organization to respond to insider threats. IEEE Engineering Management Review, 47(2), 75–83.

Guedes, V.F.S. (2012). A bibliometria e a gestão da informação e do conhecimento científico e tecnológico: uma revisão da literatura. Ponto de Acesso, Salvador, V.6, n.2, p. 74-109.

Guedes, V.F.S. & Borschiver, S. (2005). Bibliometria: uma ferramenta estatística para a gestão da informação e do conhecimento, em sistemas de informação, de comunicação e de avaliação cientifica e tecnológica. In: Encontro Nacional de Ciências da Informação (CINFORM), 6, Salvador, Anais do VI Encontro Nacional de Ciências da Informação, Salvador, UFBA.

Guoping, L., Yun, H. & Aizhi, W. (2017). Fourth Industrial Revolution: Technological Drivers, Impacts and Coping Methods. Chinese Geographic Science, v. 27, n. 4, p. 626-637.

Hollnagel E. (2013). A tale of two safeties. Nuclear Safety and Simulation, Vol. 4, Number 1, Mar.

Hollnagel E., Woods, D. D. & Leveson, N. (2006). Resilience engineering: Concepts and precepts. Aldershot, England: Ashgate.

Huang, J., Kong, L., Chen, G., Wu, M., Liu, X. & Zeng, P. (2019). Towards Secure Industrial IoT: Blockchain System with Credit-Based Consensus Mechanism. IEEE Transactions on Industrial Informatics, vol. 15, no. 6, pp. 3680-3689.

Industrial Control Systems Cyber Emergency Response Team. (2016). ICS-CERT. Annual Assessment Report. National Cybersecurity and Communications Integration Center (NCCIC).

International Society of Automation – ISA. (2016). North Carolina. The 62443 Series of Standards, ISA.

Ismail, H. S., Poolton, J. & Sharifi, H. (2011). The role of agile strategic capabilities in achieving resilience in manufacturing-based small companies. International Journal of Production Research, Taylor & Francis Group, pp. 5469–5487.

Ivanov, D., Dolgui, A. & Sokolov, B. (2019). The impact of digital technology and Industry 4.0 on the ripple effect and supply chain risk analytics. International Journal of Production Research, 57:3, 829-846.

Ivanov, D. & Dolgui, A. (2020). A digital supply chain twin for managing the disruption risks and resilience in the era of Industry 4.0. Production Planning & Control.

Jamai, I., Ben Azzouz, L. & Saïdane, L. A. (2020). Security issues in Industry 4.0. International Wireless Communications and Mobile Computing (IWCMC), Limassol, Cyprus, 2020, pp. 481-488.

Januario, F., Carvalho, C., Cardoso, A. & Gil, P. (2016). Security challenges in SCADA systems over wireless sensor and actuator networks. International Congress on Ultra-Modern Telecommunications and Control Systems and Workshops.

Kagermann H., Wahlster W. & Helbig J. (2013). Recommendations for implementing the strategic initiative Industrie 4.0, Final report of the Industrie 4.0 Working Group, pp. 1-84.

Kaplan J., Weinberg A. & Sharma S. (2011). Meeting the cybersecurity challenge. Digit. McKinsey.

Khan, A. & Turowski, K. A. (2016). Perspective on Industry 4.0: From Challenges to Opportunities in Production Systems. In: Proceedings of The International Conference on Internet of Things and Big Data – IoTBD, Rome: IoTBD, p. 441-448.

Kobara, K. (2016). Cyber physical security for industrial control systems and IoT. IEICE Trans. Inf. Syst. E99D (4), 787–795.

Lebrun, J. L. (2007). Scientific writing: A reader and a writer’s guide. Boston, MA: World Scientific.

Lee, J., Jin, C. & Bagheri, B. (2017). Cyber physical systems for predictive production systems. Production Engineering.

Leveson, N. (2011). Engineering a Safer World: Systems Thinking Applied to Safety. MIT press.

Lezzi, M., Lazoi, M. & Corallo, A. (2018). Cybersecurity for Industry 4.0 in the current literature: a reference framework. Computers in Industry, Volume 103, 97–110.

Liu, Y.; Xu, X. (2017). Industry 4.0 and cloud manufacturing: A comparative analysis. Journal of Manufacturing Science and Engineering, v. 139, n. 3, p. 034701.

Lu T., Lin J., Zhao L., Li Y. & Peng Y. (2015). A security architecture in cyberphysical systems: security theories, analysis simulation and application fields. Int J Secur Appl; 9(7):1–16.

Lu T., Xu B., Guo X., Zhao L. & Xie F. (2013). A new multilevel framework for cyber-physical system security, pp. 2–3.

Mahmoud R., Yousuf T., Aloul F. & Zualkernan I. (2015). Internet of things (IoT) security: Current status, challenges and prospective measures. 10th International Conference for Internet Technology and Secured Transactions (ICITST), London, 2015, pp. 336-341.

Mandarino Junior, R. (2010). Segurança e defesa do espaço cibernético brasileiro. Recife, Cubzac.

Marcelo, J. F. & Hayashi, M. C. P. I. (2013). Estudo bibliométrico sobre a produção científica da área da sociologia da ciência; Estudio bibliométrico en la producción científica del campo de la sociología de la ciencia. Informação & Informação, 18(3), 138.

Morisse M & Prigge C. (2017). Design of a Business Resilience Model for Industry 4.0 Manufacturers. Twenty-third Americas Conference on Information Systems, Boston, AMCIS.

Mosterman, P. J. & Zander J. (2015). Industry 4.0 as a Cyber-Physical System study. Springer-Verlag, v. 15, p. 17-29.

Mugnaini, R. (2003). A bibliometria na exploração de bases de dados: a importância da Linguística. TransInformação. 15. 45-52.

National Security & Defense. (2020). Memorandum on Space Policy Directive 5 – Cybersecurity. Recuperado de https://www.whitehouse.gov/presidential-actions/memorandum-space-policy-directive-5-cybersecurity-principles-space-systems

NIST. (2018). Framework for Improving Critical Infrastructure Cybersecurity. National Institute of Standards and Technology.

Oliveira, S. C. M. et al. (2013). Bibliometria em artigos de contabilidade aplicada ao setor público. In: Congresso Brasileiro de Custos, 20., Uberlândia. Anais. São Leopoldo: Associação Brasileira de Custos.

Parrot, A. & Warshaw, L. (2017). Industry 4.0 and the digital twin: Manufacturing meets its match. Copyright© Deloitte Insights, publicado em: 12 mai.

Pereira A.S., Shitsuka, D.M., Parreira, F.J., & Shitsuka, R. (2018). Metodologia da pesquisa científica. [e-book]. Santa Maria: Ed. UAB/NTE/UFSM. Recuperado de https://repositorio.ufsm.br/bitstream/handle/1/15824/Lic_Computacao_Metodologia-Pesquisa-Cientifica.pdf?sequence=1

Plano de CT&I para Manufatura Avançada no Brasil. (2017). PROFUTURO. Ministério da Ciência, Tecnologia e Inovações. Recuperado de https://www.mctic.gov.br/mctic/export/sites/institucional/tecnologia/tecnologias_convergentes/arquivos/Cartilha-Plano-de-CTI_WEB.pdf

Radanliev, P., De Roure, D., Nurse, J.R., Nicolescu, R., Huth, H., Cannady, S. & Montalvo, R.M. (2018). Integration of cyber security frameworks, models and approaches for building design principles for the internet-of-things in industry 4.0. In: Livingin the Internet of Things: Cybersecurity of the IoT - 2018, London.

Richardson, R. J. (1999). Pesquisa social: métodos e técnicas. São Paulo: Atlas.

Rodrigues, R. S., Quartiero, E. & Neubert, P. (2015). Periódicos científicos brasileiros indexados na Web of Science e Scopus: estrutura editorial e elementos básicos. Informação & Sociedade: Estudos, 25(2), 138.

Roy, R., Stark, R., Tracht, K., Takata, S. & Mori, M. (2016). Continuous maintenance and the future – Foundations and technological challenges. CIRP Annals, Volume 65, Issue 2, Pages 667-688, ISSN 0007-8506.

Schuh, G., Anderl, R., Dumitrescu, R., Krüger, A. & Ten Hompel, M. (2020). (Eds.): Industrie 4.0 Maturity Index. Managing the Digital Transformation of Companies – UPDATE 2020 – (Acatech STUDY), Munich.

Schumacher A., Erol S. & Sihn W. (2016). A Maturity Model for Assessing Industry 4.0 Readiness and Maturity of Manufacturing Enterprises. Procedia CIRP, Volume 52, Pages 161-166, ISSN 2212-8271.

Schwab, K. (2016). A Quarta Revolução Industrial. Tradução: Daniel Moreira Miranda, 1ª. Edição, EDIPRO.

Shaabany G. & Anderl, R. (2018). Security by Design as an Approach to Design a Secure Industry 4.0-Capable Machine Enabling Online-Trading of Technology Data. International Conference on System Science and Engineering (ICSSE), New Taipei, pp. 1-5.

Stouffer, K., Pillitteri, V., Lightman, S., Abrams, M. & Hahn, A. (2015). NIST Special Publication 800-82. Guide to Industrial Control Systems (ICS) Security. National Institute of Standard and Technology (NIST).

Tao, F., Qi, Q., Wang, L. & Nee, A.Y.C. (2019). Digital Twins and Cyber–Physical Systems toward Smart Manufacturing and Industry 4.0: Correlation and Comparison. Engineering.

Theron, P. & Lazari, A. (2018). The IACS Cybersecurity Certification Framework (ICCF). Lessons from the 2017 study of the state of the art., EUR 29237 EN, Publications Office of the European Union, Luxembourg, ISBN 978-92-79-85968-7, doi:10.2760/856808, JRC111611.

Tuptuk, N. & Hailes, S. (2018). Security of smart manufacturing systems. J. Manuf. Syst.47, 93–106.

U.S. Department of Homeland Security – DHS. (2011). Catalog of Control System Security: Recommendations for Standards Developers. Homeland Security.

Vanti, N. A. P. (2002). Da bibliometria à webometria: uma exploração conceitual dos mecanismos utilizados para medir o registro da informação e a difusão do conhecimento. Ciência da Informação, Brasília, v. 31, n. 2, p. 369-379, maio/ago.

Wang, L. & Wang, G. (2016). Big data in cyber-physical systems, digital manufacturing and Industry 4.0. International Journal of Engineering and Manufacturing (IJEM), v. 6, n. 4, p. 1-8.

Waslo, R., Lewis, T., Hajj, R. & Carton, R. (2017). Industry 4.0 and Cybersecurity. Man-aging Risk in an Age of Connected Production. Deloitte University Press.

Weber Rh & Studer E. (2016). Cybersecurity in the internet of things: legal aspects. Comput Law Secur Rev 32:715–728.

Woods D. (2003). Creating foresight: how resilience engineering can transform NASA's approach to risky decision making. Testimony on the future of NASA for Committee on Commerce, Science and Transportation. John McCain, Chair; 29 October.

Wu, D., Ren, A., Zhang, W., Fan, F., Liu, P. & Fu, X. (2018). Cybersecurity for digital manufacturing. J. Manuf. Syst. 48, 3–12.

Zalewski J., Drager S., Mckeever W. & Kornecki AJ. (2013). Threat modeling for security assessment in cyber physical systems. Proc. Eighth Annual. Cyber Security. Inf. Intell. Res. Work. - CSIIRW ’13, p. 1.

Zhu, Q., Craig, R. & Basar, T. (2011). A hierarchical security architecture for cyber-physical systems. In: 2011 4th International Symposium on Resilient Control Systems, Boise, ID, USA.

Published

04/03/2021

How to Cite

AZAMBUJA, A. J. G. de; ALMEIDA, V. R. . A bibliometric study of Cybersecurity in Industry 4.0 publications. Research, Society and Development, [S. l.], v. 10, n. 3, p. 4210312937e, 2021. DOI: 10.33448/rsd-v10i3.12937. Disponível em: https://rsdjournal.org/index.php/rsd/article/view/12937. Acesso em: 14 apr. 2021.

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Review Article