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Journal articles on the topic 'Digital solution'

Author: Grafiati

Published: 4 June 2021

Last updated: 26 July 2025

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1

Harte, T. "Developing a digital solution." Bulletin of the Royal College of Surgeons of England 104, no. 3 (2022): 120–23. http://dx.doi.org/10.1308/rcsbull.2022.44.

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2

Yoda, Hiromichi. "ABB Digital Transformation Solution." JAPAN TAPPI JOURNAL 78, no. 9 (2024): 774–80. http://dx.doi.org/10.2524/jtappij.78.774.

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3

Popov, E. V., V. L. Simonova, and V. V. Cherepanov. "DIGITAL Analysis in Digital Transformation." Economics and Management 27, no. 9 (2021): 672–86. http://dx.doi.org/10.35854/1998-1627-2021-9-672-686.

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Aim. The presented study aims to develop an approach to selecting a process in the organization’s activities or a section of a separate process, the digital transformation of which will produce the greatest effect.Tasks. The authors determine a general approach to choosing where to apply digital technologies in an organization or in the transformed process to the greatest effect; develop criteria for choosing where to apply a transformational solution during digital transformation; create a conceptual framework for process analysis during digital transformation; ensure the reproducibility and

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Hayes, Derren. "Digital Solutions." Children and Young People Now 2022, no. 5 (2022): 27–29. http://dx.doi.org/10.12968/cypn.2022.5.27.

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Yoshimitsu, Kitaro, Nobutaka Abe, Norihiko Ozawa, Takafumi Shimamoto, Rena Shinohara, and Akira Nakanishi. "Digital Solution for Surgery, OPERADA." Journal of Japan Society of Computer Aided Surgery 21, no. 3 (2019): 137–39. http://dx.doi.org/10.5759/jscas.21.137.

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Krasnobrov, D., and V. Ravko. "Digital Signal Processing: New Solution." ELECTRONICS: Science, Technology, Business 165, no. 5 (2017): 44–48. http://dx.doi.org/10.22184/1992-4178.2017.165.5.44.48.

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Haynes, David S., Brian A. Moore, Peter Roland, and Garth T. Olson. "Digital Microphotography: A Simple Solution." Laryngoscope 113, no. 5 (2003): 915–19. http://dx.doi.org/10.1097/00005537-200305000-00026.

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Lapinskaitė, Indrė, Neda Ingaunytė, Vaida Zemlickienė, and Raimonda Martinkutė-Kaulienė. "NAVIGATING THE DIGITAL LANDSCAPE: SITUATION AND RISK ASSESSMENT OF DIGITAL SOLUTIONS IN FORWARDING COMPANIES." Technological and Economic Development of Economy 30, no. 4 (2024): 976–1008. http://dx.doi.org/10.3846/tede.2024.21366.

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This research emphasises the transformative power of digital solutions in Lithuanian forwarding companies, addressing the necessity for a systematic risk assessment to optimise processes and mitigate associated risks. The survey indicates an increasing adoption of digital solutions, with around two-thirds of companies already utilising them. A case study employing the AHP method identifies three key digital solutions: invoice automation, waybill digitisation and blockchain. A combined solution called a “document flow and management system”, showed significant potential for time and cost saving

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Sinard, John H., and Mark E. Mattie. "Overcoming the Limitations of Integrated Clinical Digital Imaging Solutions." Archives of Pathology & Laboratory Medicine 129, no. 9 (2005): 1118–26. http://dx.doi.org/10.5858/2005-129-1118-otloic.

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Abstract Context.—Digital imaging is increasingly common in medicine. Vendors of anatomic pathology software have addressed this need by integrating digital image acquisition and storage into their products. While offering a number of advantages, these solutions cannot be easily adapted to accommodate the existing work flow for many pathology departments. Objective.—To describe a novel solution that maintains the advantages of these integrated solutions but offers many additional flexibilities, making it more compatible with the work flow in most clinical departments. Design.—This solution inv

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Magno, Marisa, Ana Isabel Martins, Joana Pais, Anabela G. Silva, and Nelson Pacheco Rocha. "Diagnostic Accuracy of Digital Solutions for Screening for Cognitive Impairment: A Systematic Review and Meta-Analysis." Applied Sciences 14, no. 6 (2024): 2640. http://dx.doi.org/10.3390/app14062640.

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The early detection of cognitive impairment is essential in order to initiate interventions and guarantee access to healthcare services. Digital solutions are emerging in the literature as an alternative approach to cognitive screening. Our primary goal is to synthesize the evidence on digital solutions’ diagnostic ability to screen for cognitive impairment and their accuracy. A secondary goal is to distinguish whether the ability to screen for cognitive impairment varies as a function of the type of digital solution: paper-based or innovative digital solutions. A systematic review and meta-an

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Li, Jian Yi, and Hong Liang Zhang. "Digital Generator Solution Based on TMS320F28027." Applied Mechanics and Materials 556-562 (May 2014): 1495–98. http://dx.doi.org/10.4028/www.scientific.net/amm.556-562.1495.

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Small gasoline-powered generator is more widely used in an emergency, camping, disaster relief and other occasions. This paper describes a digital generator based on TMS320F28027 solutions. The program uses 2000 series Piccolo A as the master chip to control the work of the entire generator. It has the stable output waveform and better dynamic response at different loads, and it can provide reliable over voltage, over current protection.

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12

Deener, Elena. "Conceptual solution for digital book definition." Scientific and Technical Libraries, no. 2 (February 1, 2016): 70–82. http://dx.doi.org/10.33186/1027-3689-2016-2-70-82.

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Oliveira, Marcia, Andreia Souza Carvalho, Rogerio Leite Alves Pinto, Luiz Fernando Rambalducci Dalla, Thiago Geraldo Da Silva, and Guilherme dos Santos Vieira Lima. "DIGITAL SOLUTION FOR FLOW ASSURANCE MANAGEMENT." Rio Oil and Gas Expo and Conference 22, no. 2022 (2022): 470–71. http://dx.doi.org/10.48072/2525-7579.rog.2022.470.

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14

Avis, R. J. A. "Digital video interfacing: a practical solution." Electronics & Communications Engineering Journal 4, no. 6 (1992): 367. http://dx.doi.org/10.1049/ecej:19920066.

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15

Nuss, Karl. "Footbaths: The solution to digital dermatitis?" Veterinary Journal 171, no. 1 (2006): 11–13. http://dx.doi.org/10.1016/j.tvjl.2005.02.010.

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Hong, Yang. "Digital Relaying Algorithm on Substation System Protection." Applied Mechanics and Materials 236-237 (November 2012): 954–57. http://dx.doi.org/10.4028/www.scientific.net/amm.236-237.954.

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The digital relaying algorithm introduced in this paper is able to overcome the deterministic data delivery constraint placed on previous digital relaying solutions. Its performance when applied to a wide range of protective solutions is investigated in the next chapter, confirming its applicability to an integrated power system protection and control solution.

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Mukhametkali, A. Kh, T. A. Abdrakhman, R. K. Rakhymbekova та N. K. Samatova. "ЦИФРОВОЕ РЕШЕНИЕ ДЛЯ ВЗАИМОДЕЙСТВИЯ ВОЛОНТЕРОВ С ЦЕНТРАМИ ЗАБОТЫ О ДЕТЯХ И ПОЖИЛЫХ ЛЮДЯХ". INTERNATIONAL JOURNAL OF INFORMATION AND COMMUNICATION TECHNOLOGIES 4, № 4(16) (2023): 20–32. http://dx.doi.org/10.54309/ijict.2023.16.4.002.

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This article presents an overview and analysis of the digital solution "HelpingHands", developed for effective communication and cooperation of volunteers with orphanages and nursing homes. The Helping Hands solution is an innovative platform that provides an opportunity for volunteers and organizations to establish effective interaction to support those who need help. The article describes the functionality of HelpingHands, the platform provides convenience of interaction between volunteers and organizations, which contributes to more effective coordination of volunteer work. The goal of Help

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Giulbasarova, E. V. "Protection of Digital Solutions by Patent Law Mechanisms." Courier of Kutafin Moscow State Law University (MSAL)) 1, no. 4 (2025): 109–16. https://doi.org/10.17803/2311-5998.2025.128.4.109-116.

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Effective legal protection of digital solutions is an important factor in achieving the objectives of the digital transformation of society and the state. In this article, based on the identification of the elemental composition of a digital solution and correlation of the identified elements with the legal regimes of various results of intellectual activity, an approach to the need to use patent law mechanisms to protect the content element of a digital solution is formulated. The essay examines the current regulatory obstacles to providing digital solutions with patent legal protection, as w

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Kozlov, Aleksandr, Anna Smirnova, Irina Zaychenko, Yevhenii Shytova, and Joanna Kalkowska. "Logistics digital transformation model based on a platform solution." E3S Web of Conferences 258 (2021): 02024. http://dx.doi.org/10.1051/e3sconf/202125802024.

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This paper is devoted to researching the major aspects of the digital transformation of the logistical field. Provided are the suggestions for constructing logistical process stakeholder interaction models. One of the major trends in digital logistics is platform solutions that will come to replace specialized digital solutions. Based on this trend, authors provide the 3-level model of stakeholder interaction on the logistical platform which could form the foundation of a future platform solution architecture. The creation of the logistical platform is the next step in the digital transformati

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20

Ria Ratna Ningtyas, Ima Rosila, and Rahmat Kamal. "Media Digital dan Interaktif: Metodologi Pendidikan Interaktif Berbasis Platform Digital." Jurnal Pendidikan, Bahasa dan Budaya 3, no. 4 (2024): 188–202. https://doi.org/10.55606/jpbb.v3i4.4645.

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This article discusses the urgency of reconstructing interactive and digital-based educational methodologies as a solution to face the ever-changing developments of the times. By looking at the challenges of stagnant traditional education, such as methodological conservatism and lack of utilization of technology, this article uses the Systematic Literature Review (SLR) method to explore various studies related to the use of digital platforms in education. Through an analysis of digital media such as Kahoot! and Duolingo, it highlights how interactive features can increase student engagement, m

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21

Lundell, Björn, Jonas Gamalielsson, Andrew Katz, and Mathias Lindroth. "Data Processing and Maintenance in Different Jurisdictions When Using a SaaS Solution in a Public Sector Organisation." JeDEM - eJournal of eDemocracy and Open Government 14, no. 2 (2022): 214–34. http://dx.doi.org/10.29379/jedem.v14i2.749.

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Many public sector organisations (PSO) use SaaS solutions from dominant global providers. Implementation of these solutions may raise issues concerning both lawful data processing, and the obligations that those PSOs have to maintain their digital assets. One example is a large Swedish PSO which addressed these issues as part of the adoption and implementation of Microsoft 365. The study identifies challenges and presents an analysis of the organisational implementation of that SaaS solution, exposing legal issues that arose in that context. Findings show an absence of a documented risk analys

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Mollestad, Maria Aadland, Annesofie Lunde Jensen, Heidi Holmen, et al. "Exploring Clinicians’ and Patients’ Acceptance and Utilization of a Digital Solution to Support Individualized Care in Diabetes Specialist Outpatient Care (DigiDiaS): Qualitative Study." JMIR Human Factors 12 (July 8, 2025): e70301-e70301. https://doi.org/10.2196/70301.

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Abstract Background With the increasing prevalence of type 1 diabetes alongside limited health care resources, the need for more sustainable health care services is apparent. Central to ensuring the standard of diabetes care while simultaneously optimizing resource utilization is improved patient-clinician communication and the provision of individualized care. Digital outpatient solutions incorporating patient-reported outcome measures (PROMs) have been introduced in diabetes outpatient care over recent years; however, features and delivery methods differ, and existing studies on their use an

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23

Oluwasanmi, Raphael Kolawole. "Managing Scope Creeps in Product Led Software-Based Organizations." Advances in Multidisciplinary & Scientific Research Journal Publication 12, no. 1 (2024): 75–84. http://dx.doi.org/10.22624/aims/digital/v12n1p6.

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Scope creep presents a significant challenge for project managers throughout the project lifecycle. It can lead to budget overruns and schedule delays. This paper explores how project managers, especially those in software development organizations can effectively manage and prevent scope creep during project execution. It delves into the various factors that can contribute to changes in a project's scope and the resulting impacts. Historically, project management has placed more emphasis on cost, time, and performance, with less attention given to scope change management. This paper presents

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24

Barber, Sarah, Luiz Andre Moyses Lima, Yoshiaki Sakagami, et al. "Enabling Co-Innovation for a Successful Digital Transformation in Wind Energy Using a New Digital Ecosystem and a Fault Detection Case Study." Energies 15, no. 15 (2022): 5638. http://dx.doi.org/10.3390/en15155638.

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In the next decade, further digitalisation of the entire wind energy project lifecycle is expected to be a major driver for reducing project costs and risks. In this paper, a literature review on the challenges related to implementation of digitalisation in the wind energy industry is first carried out, showing that there is a strong need for new solutions that enable co-innovation within and between organisations. Therefore, a new collaboration method based on a digital ecosystem is developed and demonstrated. The method is centred around specific “challenges”, which are defined by “challenge

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25

Kelly, Damien P., David S. Monaghan, Nitesh Pandey, et al. "Digital Holographic Capture and Optoelectronic Reconstruction for 3D Displays." International Journal of Digital Multimedia Broadcasting 2010 (2010): 1–14. http://dx.doi.org/10.1155/2010/759323.

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The application of digital holography as a viable solution to 3D capture and display technology is examined. A review of the current state of the field is presented in which some of the major challenges involved in a digital holographic solution are highlighted. These challenges include (i) the removal of the DC and conjugate image terms, which are features of the holographic recording process, (ii) the reduction of speckle noise, a characteristic of a coherent imaging process, (iii) increasing the angular range of perspective of digital holograms (iv) and replaying captured and/or processed d

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26

Guldberg, R. E., S. J. Hollister, and G. T. Charras. "The Accuracy of Digital Image-Based Finite Element Models." Journal of Biomechanical Engineering 120, no. 2 (1998): 289–95. http://dx.doi.org/10.1115/1.2798314.

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Digital image-based finite element meshing is an alternative approach to time-consuming conventional meshing techniques for generating realistic three-dimensional (3D) models of complex structures. Although not limited to biological applications, digital image-based modeling has been used to generate structure-specific (i.e., nongeneric) models of whole bones and trabecular bone microstructures. However, questions remain regarding the solution accuracy provided by the digital meshing approach, particularly at model or material boundaries. The purpose of this study was to compare the accuracy o

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27

Indumathi R. "Braille in Digital Age: For Better Communication." Journal of Information Systems Engineering and Management 10, no. 26s (2025): 651–63. https://doi.org/10.52783/jisem.v10i26s.4272.

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Our project focuses on assistive technology based on human-computer interaction principles, providing simultaneously that products are user-friendly and meet specific user needs. Accessibility engineering, or designing and developing technology accessible to people with different abilities and usable by them, is another very important point here. Frequently, this field requires interdisciplinary collaboration among engineers, designers, therapists, and end-users in the development of effective, practical solutions. The idea of this project is based upon the smartphone-based solution for the va

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Catur Nugroho Maulana, Kuncoro. "Post COVID 19 Layoffs in Indonesia's Digital Industry: A Strategic Solution through Digital Transformation and Business Ecosystem Synergy." International Journal of Science and Research (IJSR) 12, no. 6 (2023): 776–79. http://dx.doi.org/10.21275/sr23605181641.

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29

Barber, Sarah, Luiz Andre Moyses Lima, Yoshiaki Sakagami, et al. "Enabling Co-Innovation for a Successful Digital Transformation in Wind Energy Using a New Digital Ecosystem and a Fault Detection Case Study." Energies 15, no. 15 (2022): 5638. https://doi.org/10.3390/en15155638.

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In the next decade, further digitalisation of the entire wind energy project lifecycle is expected to be a major driver for reducing project costs and risks. In this paper, a literature review on the challenges related to implementation of digitalisation in the wind energy industry is first carried out, showing that there is a strong need for new solutions that enable co-innovation within and between organisations. Therefore, a new collaboration method based on a digital ecosystem is developed and demonstrated. The method is centred around specific “challenges”, which are defined b

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30

Cui, Xiaojing, and Yi Sun. "China’s Response to the Tax Challenges of the Digital Economy: Current Stance and Future Strategies." China: An International Journal 22, no. 4 (2024): 120–43. https://doi.org/10.56159/chn.2024.a945296.

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Abstract: To address the tax challenges of the digital economy, the international community has proposed three main solutions: unilateral digital taxes, the United Nations’ bilateral solution and the Organisation for Economic Co-operation and Development’s multilateral solution (Pillar One Solution). China has explicitly expressed support only for the Pillar One Solution. Its support can be attributed to two primary reasons. First, the Pillar One Solution, as a multilateral approach, aligns with China’s international tax strategy, which favours multilateralism. Second, the Pillar One Solution

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31

Luby, Michael, Thomas Stockhammer, and Mark Watson. "Advanced Standardization Solution for Digital Media Delivery." SMPTE Motion Imaging Journal 117, no. 8 (2008): 30–37. http://dx.doi.org/10.5594/j15015.

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32

Basu, Paritosh. "Digital Transformation - Solution Design for Problem Solving." Management Accountant Journal 54, no. 10 (2019): 58. http://dx.doi.org/10.33516/maj.v54i10.58-59p.

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33

Yagüe, Mariemma I., Antonio Maña, Javier López, Ernesto Pimentel, and José M. Troya. "A secure solution for commercial digital libraries." Online Information Review 27, no. 3 (2003): 147–59. http://dx.doi.org/10.1108/14684520310481418.

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Aubry, Alexandre. "A digital solution towards deep optical imaging." Nature Photonics 19, no. 1 (2025): 3–4. https://doi.org/10.1038/s41566-024-01594-w.

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35

Goodwin, Peter. "Has the BBC Found the Digital Solution?" Media International Australia 83, no. 1 (1997): 24–30. http://dx.doi.org/10.1177/1329878x9708300106.

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36

Kumar, N., and J. H. Stevenson. "Intractable digital neuroma pain; the ultimate solution?" British Journal of Plastic Surgery 43, no. 1 (1990): 122–23. http://dx.doi.org/10.1016/0007-1226(90)90057-7.

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Pinder, Richard M., Sohail Akhtar, and A. Howard S. Peach. "Digital Immobilisation – a Cheap and Easy Solution." Journal of Hand Surgery (European Volume) 32, no. 5 (2007): 593–94. http://dx.doi.org/10.1016/j.jhsb.2007.02.018.

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Malviya,, Aadarsh. "Optimized Solution for Digital College Management System." International Scientific Journal of Engineering and Management 03, no. 04 (2024): 1–9. http://dx.doi.org/10.55041/isjem01659.

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The College Management System is a Android OS based software application designed to make paper-less and digitalize colleges. The system helps colleges to manage and organize the Attendance more efficiently and Placement, enabling them to attract and retain top talent.The CMS offers features such as job posting and Apply. Take Attendance and view the Attendance list, and write applications for specific faculty. And time-table upload and view.The CMS simplifies the entire college student and faculty profile and activity and reduces the administrative workload on paperThe system also provides a

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39

Schnitzbauer, Andreas A., Dora Zmuc, and Johannes Fleckenstein. "Digital prehabilitation—a solution to resource shortages?" Lancet Digital Health 6, no. 1 (2024): e11. http://dx.doi.org/10.1016/s2589-7500(23)00247-9.

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40

Sarhan, Akram Y. "Innovative blockchain-based Agent digital passport solution." Procedia Computer Science 225 (2023): 882–91. http://dx.doi.org/10.1016/j.procs.2023.10.075.

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41

Ishii, Seiichiro, Ryo Yamamoto, and Kunio Kameda. "BEMAC's Next-Generation Digital Solution "MaSSA-One"." Marine Engineering 59, no. 1 (2024): 44–49. http://dx.doi.org/10.5988/jime.59.44.

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Sinha, Mehul, Vikas Agarwal, and Latika Gupta. "Human touch in digital education—a solution." Clinical Rheumatology 39, no. 12 (2020): 3897–98. http://dx.doi.org/10.1007/s10067-020-05448-y.

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Asgari, Tayebe, Sadigh Ali Naimi, and Mohammad Abdolshah. "Developing Innovative Strategies in the Banking Industry Based on Digital Technologies." Strategic Research Quarterly 28, no. 92 (2019): 5–34. https://doi.org/10.5281/zenodo.14030183.

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The rapid advancements in the digital environment, the necessity of providing digital services, the importance of innovation in products and services, risk optimization, and customer experience management are among the primary factors driving organizations today to adopt new digital strategies. This research focuses on identifying innovative strategies in the banking industry within the realm of digital technologies.  This applied research combines both qualitative and quantitative methods. In this descriptive-survey study, internal and external factors of the organization were identified

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44

Wei, Ruiqi, Roisin Vize, and Susi Geiger. "Boundary resource interactions in solution networks." European Journal of Marketing 56, no. 2 (2022): 532–61. http://dx.doi.org/10.1108/ejm-07-2020-0522.

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Purpose This study aims to explore the interactions between two different and potentially complementary boundary resources in coordinating solution networks in a digital platform context: boundary spanners (those individuals who span interorganizational boundaries) and boundary interfaces (the devices that help coordinate interfirm relationships, e.g. electronic data interchanges, algorithms or chatbots). Design/methodology/approach The authors conducted a multiple case study of three firms using digital platforms to coordinate solution networks in the information communication technology and

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Askari, Mohd Ali. "DIGITAL BOUNCER." INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT 08, no. 05 (2024): 1–5. http://dx.doi.org/10.55041/ijsrem34744.

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Digital Bouncer presents an innovative solution, amalgamating an integrated platform for streamlined mass messaging and e-commerce capabilities. This comprehensive platform empowers users with efficient message dissemination to diverse audiences, comprising two pivotal components: a feature-rich e-commerce website and specialized software for message/email dissemination. The user-friendly website interface facilitates tailored messaging preferences and seamless product purchases. Key features include "Number Harbour," facilitating access to a large volume of numbers pertinent to specific locat

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Pavlov, V. N., A. M. Khanov, and A. G. Turganov. "Digital medicine: expectations and prospects." Public Health 2, no. 2 (2022): 73–76. http://dx.doi.org/10.21045/2782-1676-2022-2-2-73-76.

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The purpose of the research is to systematize the problems of the branch, formulate goals and objectives, search for methods and software and organizational solutions for digital medicine. Applied systems analysis, software engineering and artificial intelligence methods are used as research methods. The result of the research is the digital platform “Health History”, an organizational and technical system, which is a working prototype of a system solution for the reorganization of processes. The conclusion is postulated about the need for fundamental organizational changes in medicine based o

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47

Maltese, Vincenzo. "Addressing Digital Transformation in Universities." Journal of Telecommunications and the Digital Economy 12, no. 1 (2024): 242–60. http://dx.doi.org/10.18080/jtde.v12n1.808.

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In facing digital transformation challenges, universities need to set up their data governance strategies. They include effective solutions to trace and value data about key assets (such as researchers, publications, courses, research projects) scattered across multiple legacy IT systems. As part of an overall solution to deal with the unavoidable data fragmentation and diversity, we provide the complete code of a simple and very efficient framework that can be employed by universities to develop their own knowledge graph, offering a comprehensive picture of the strategic data of the universit

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48

Fang , Wei. "Tax Certainty in the Digital Economy in the Perspective of a Two-Pillar Program." Modern Economics & Management Forum 4, no. 4 (2023): 85. http://dx.doi.org/10.32629/memf.v4i4.1401.

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The rapid development of the digital economy has brought new challenges to global tax administration, and traditional tax systems are facing numerous difficulties. As an important part of global tax reform, the "two-pillar solution" is of great significance in addressing tax issues in the digital economy. This paper first provides a brief overview of the two-pillar solution and its main contents. It then examines the issue of tax certainty in the digital economy, analyzes the importance of tax certainty for the digital economy, and the challenges it faces. Subsequently, policy recommendations

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49

Knott, Nigel. "The complete denture solution." Faculty Dental Journal 7, no. 4 (2016): 168–71. http://dx.doi.org/10.1308/rcsfdj.2016.168.

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The complete denture solution by Nigel Knott The production of a complete set of dentures that restores function and personal confidence to the edentulous patient throws up a number of challenges that require a deep understanding of the manufacturing issues involved and the needs of the patient. Fortunately, advances in digital technology mean that much of the guesswork of the past can be eliminated. Here, the best approach towards the patient, the potential and limitation of current digital technologies and benefits of a comprehensive process control are discussed.

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Xiros, Vasileios, Jose M. Gonzalez Castro, Francisco Fernandez-Pelaez, Babis Magoutas, and Konstantinos Christidis. "Supply Chain Data Analytics for Digital Twins: A Comprehensive Framework." Applied Sciences 15, no. 12 (2025): 6939. https://doi.org/10.3390/app15126939.

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The latest research highlights the need for circularity in modern industrial supply chains, which is reflected in the decisions of European and global policymakers, as well as in the strategies of major stakeholders. Digital Twins are considered a principal catalyst in the transition to circularity, while real-world, accurate and timely data is a key factor in these supply chains. This emphasis on data highlights the central role of data analytics in extracting key insights and utilizing machine learning to propose sustainability initiatives in decentralized production ecosystems. In consequen

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