Review Article
Blockchain Revolution in Healthcare: Fostering Applications, Enhancing Security, and Ensuring Data Interoperability
- Aminu Muhammad Auwal *
University of Jos, Plateau State, Nigeria.
*Corresponding Author: Aminu Muhammad Auwal, University of Jos, Plateau State, Nigeria.
Citation: Aminu M. Auwal. (2023). Blockchain Revolution in Healthcare: Fostering Applications, Enhancing Security, and Ensuring Data Interoperability. Journal of BioMed Research and Reports, BioRes Scientia Publishers. 2(6):1-8. DOI: 10.59657/2837-4681.brs.23.040
Copyright: © 2023 Aminu Muhammad Auwal, this is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Received: September 21, 2023 | Accepted: October 05, 2023 | Published: October 13, 2023
Abstract
Blockchain technology possesses the potential to revolutionize the healthcare landscape, particularly in secure and interoperable data exchange. This qualitative research study embarks on an exploration of the importance of assessing the feasibility of implementing blockchain solutions and dynamic relationship between blockchain technology and the healthcare sector, shedding lighter on the central research question guiding the study on; how does the integration of blockchain technology impact data security, privacy, and interoperability in the healthcare sector?
Employing qualitative research methods, including in-depth interviews and content analysis, this study dives into the perceptions of healthcare professionals and stakeholders regarding the integration of blockchain solutions. Through these extensive interviews and comprehensive data analysis, the research uncovers pivotal themes relating to blockchain's applications, its profound impact on data security and privacy, and the intricate considerations surrounding the achievement of data interoperability.
The findings of this study reveal that blockchain technology has the potential to enhance data security, improve privacy measures, and facilitate interoperability in healthcare settings, but its successful implementation hinges on addressing ethical and regulatory challenges, elucidating the ethical and practical complexities inherent in the incorporation of blockchain technology in healthcare.
This research offers valuable perspectives for policymakers, healthcare organizations, and technology developers as they navigate the evolving landscape of blockchain technology within the healthcare domain. Most importantly, it underscores the imperative of recognizing the human dimension within technology adoption in healthcare settings and offers expanding corpus of qualitative research in the sectors.
Keywords: blockchain technology; healthcare; data security; qualitative research; patient privacy
Introduction
Blockchain technology has garnered significant attention in the healthcare sector due to its potential applications and benefits [1]. It offers a decentralized and secure platform, among other features, for managing medical data and related records [1]. Several studies have explored the use of blockchain in healthcare and biomedical applications [1-4]. These studies have emphasized the importance of blockchain in safeguarding patient data, facilitating medical communications, and improving intero-perability in healthcare systems [2-4]. Block-chain technology can also enhance healthcare systems by integrating it with emerging technologies like the Internet of Things (IoT) [5]. The combination of blockchain and IoT can address security issues and improve data privacy in healthcare applications [5].
However, it is essential to note that the adoption of blockchain in healthcare is still in its early stages, and challenges need to be addressed [4,5]. Future research should focus on analyzing the impacts of blockchain technology on healthcare organizations and its alignment with the structure and tasks of healthcare organizations [4]. Additionally, more studies are necessary to provide concrete design recommendations for applying blockchain technology to address healthcare-specific challenges [3]. In conclusion, blockchain technology has the potential to transform the healthcare sector by providing secure and decentralized solutions for managing medical data. Further study and development are essential to fully understand the importance and challenges of implementing blockchain in healthcare systems.
Literature Review
Introduction to Blockchain Technology
Blockchain technology is a transformative innovation that combines peer-to-peer network computing and cryptography to create a decentralized public ledger [6]. It has evolved beyond its origins in crypto-currencies like Bitcoin and found applications in various industries, including healthcare [7]. Blockchain technology offers several core features that make it unique and valuable. Decentralization is a fundamental feature of blockchain technology, eliminating the need for a central authority to verify and record transactions [6]. This decentralized nature enhances security, reduces the risk of fraud, and promotes trust among participants [6]. Transactions on the blockchain are verified and added to the ledger through a consensus mechanism, ensuring transparency and integrity [6].
Cryptographic security is another essential aspect of blockchain technology [8]. Transactions recorded on the blockchain are secured through cryptographic algorithms, making it extremely difficult for unauthorized parties to modify or manipulate the data [8]. This cryptographic security ensures the legitimacy and reliability of the information stored on the blockchain [8]. The immutability of blockchain technology is a crucial feature that ensures data integrity and provides a reliable audit trail once a transaction is recorded on the blockchain [6]. Once recorded, it becomes practically impossible to modify or delete the transaction [6]. Blockchain technology inherently possesses transparency, as all network participants have access to the same information [7]. This transparency fosters accountability and trust by enabling all parties to easily verify any changes or updates to the blockchain [7].
The origins of blockchain technology can be traced back to the introduction of Bitcoin in 2008 [6]. Blockchain technology has continued to advance, and researchers and industry professionals have investigated its potential in a range of fields [9]. Blockchain technology has been applied to various sectors such as supply chain management and healthcare, offering benefits like enhanced security, privacy, and data management, beyond just cryptocurrencies [7]. Blockchain technology is a ground breaking innovation characterized by decentralization, cryptographic security, immutability, and transparency, making it a transformative force in digital transactions [6]. The technology's potential to improve security, privacy, and data management makes it a promising candidate for various sectors in the future [10].
Blockchain in Healthcare: Overview and Significance
The surge in interest in integrating blockchain technology into the healthcare sector is attributed to its ability to address challenges related to data security, interoperability, and patient privacy, as identified by various studies [1], [11]. Blockchain technology has the potential to provide enhanced security, privacy, and data management in healthcare applications [11,12]. It offers a decentralized and unalterable infrastructure for storing and sharing medical data, streamlining insurance claims, and fostering cutting-edge ledger technology [11,12]. Blockchain technology can significantly improve the privacy and security of healthcare data, allowing for secure and reliable information sharing [13,14]. It also has the potential to enhance the administration of electronic health records (EHRs) by addressing issues related to storage, confidentiality, and security [15]. Additionally, the combination of blockchain technology and artificial intelligence (AI) can enhance the functionality and security of healthcare systems [15]. However, the challenges and risks associated with security, privacy, and technical implementation must be effectively addressed to ensure the successful implementation of blockchain technology in healthcare [15], [16]. Overall, blockchain technology presents promising prospects for addressing the challenges confronted by the healthcare industry, furnishing a secure and transparent platform for data management and sharing [11].
Applications of Blockchain in Healthcare
Blockchain technology has the potential to revolutionize the healthcare industry by addressing various challenges and opening up new applications [17]. One notable application is the management of health records (EHRs) [18]. By utilizing blockchain, an immutable platform can be created for storing and sharing patient data, ensuring privacy, security, and interoperability [18]. Moreover, it can facilitate secure trials by maintaining the integrity and traceability of trial data [19]. Additionally, blockchain technology can streamline billing processes through automated and verified transactions [20]. In supply chain management, it has the potential to enhance transparency and traceability of pharmaceuticals and medical devices, reducing counterfeiting activities and improving patient safety [19]. Furthermore, blockchain enables efficient data exchange among healthcare providers, leading to care coordination and better patient outcomes [21]. However, the successful adoption of blockchain in healthcare requires addressing challenges related to scalability, compliance, and technical implementation [20]. In general, blockchain technology shows potential in improving data security, facilitating interoperability, and safeguarding patient privacy within the healthcare industry [17]. It has the capability to transform aspects of healthcare delivery and management [1,18].
Security and Privacy Considerations
Blockchain enhances data security and privacy in healthcare through cryptographic techniques such as hashing and encryption [1,22]. Hashing ensures data integrity by generating unique digital fingerprints for each data entry, while encryption protects sensitive patient information by encoding it with cryptographic keys [1,22]. Blockchain's decentralized and tamper-proof nature adds an additional layer of security, preventing unauthorized access and manipulation of data [23,24]. These cryptographic mechanisms and blockchain's inherent features contribute to safeguarding patient privacy and ensuring the integrity of healthcare data [23,24]. However, the implementation of these techniques should consider scalability, performance, and regulatory compliance [25,26].
Data Interoperability and Transparency
Blockchain's decentralized and transparent nature can promote data interoperability among disparate healthcare systems by providing a secure and tamper-proof platform for data sharing and management [27]. It eliminates data silos and enables seamless data exchange, improving care coordination and patient outcomes [28]. Blockchain's immutability ensures data integrity, while its cryptographic security protects patient privacy [27,29]. The increasing interest in blockchain technology in healthcare reflects its potential to revolutionize data management and address industry challenges [28]. However, further research and development are needed to overcome scalability, regulatory, and privacy concerns [30, 31].
Challenges and Concerns
Implementing blockchain in healthcare faces several challenges. Scalability limitations arise due to the large volume of healthcare data, potentially impacting transaction processing speed and network performance [32, 33]. Energy consumption is a concern, as blockchain networks require significant computational power for consensus mechanisms [32]. Integrating blockchain with legacy systems can be complex, requiring interoperability and data migration [34]. Regulatory hurdles, such as compliance with data protection regulations like GDPR, must be addressed to ensure privacy and security [35]. Ethical concerns include potential unintended consequences, such as the exposure of sensitive health information and the impact on data ownership and consent [36, 37]. Overcoming these challenges is crucial for the successful implementation of blockchain in healthcare.
Case Studies and Real-World Implementations
Several ongoing or completed projects have successfully implemented blockchain technology in healthcare settings. For instance, FHIR Chain uses blockchain to securely and efficiently share clinical data, promoting transparency and accountability [38]. Furthermore, blockchain has been employed in clinical trials to manage transparent and auditable consent processes [39]. Other projects have aimed at improving healthcare through secure data sharing, interoperability, and supply chain management [1, 38]. These initiatives have achieved notable successes in safeguarding data security, privacy, and transparency. However, limitations include scalability issues, integration challenges with legacy systems, and regulatory hurdles, as well as ethical concerns and unintended consequences such as data exposure and impact on data ownership, that need to be addressed [38,39,40,41]. Valuable lessons and insights can be gained from these practical implementations for future blockchain integration in healthcare.
Patient-Centric Applications
Blockchain technology holds the potential to have a direct and meaningful impact on patients within the healthcare sector [42]. One such application is enabling patients to take control of their health data, giving them the ability to safely manage and share their medical information [1]. Blockchain technology can help ensure secure telehealth interactions by maintaining privacy and confidentiality during remote consultations [43]. In emergency situations, blockchain can also provide a tamper-proof and accessible record of patient information [44], thereby ensuring accurate medical histories. These applications enhance patient engagement, data accuracy, and privacy, ultimately leading to better patient outcomes [45]. However, challenges such as scalability, integration with legacy systems, and regulatory hurdles need to be overcome for the implementation of these solutions to become widespread [46]. Ethical concerns, such as data exposure and ownership, demand careful consideration [43]. In general, blockchain technology has the potential to empower patients and enhance healthcare delivery.
Regulatory and Legal Considerations
The adoption of blockchain in healthcare is influenced by various regulatory frameworks, including the General Data Protection Regulation (GDPR) and the Health Insurance Portability and Accountability Act (HIPAA) [47,48]. These regulations are intended to safeguard patient confidentiality and ensure the secure management of healthcare data [47,48]. Compliance with these regulations may present challenges in terms of data protection, consent management, and interoperability when implementing blockchain solutions in healthcare [49,50]. Blockchain applications in healthcare need to ensure compliance with regulatory requirements and protect patient data privacy [51,52]. The regulatory environment significantly impacts the adoption and implementation of blockchain technology, requiring a thorough analysis of legal and ethical issues [53,54,55].
Future Trends and Outlook
The future of blockchain in healthcare looks promising, with several advancements in interoperability, data sharing, and patient empowerment being observed [1,56]. These trends have the potential to bring about innovative solutions [1,56]. Blockchain solutions are expected to evolve and improve to address the changing needs of the healthcare industry, including the need for secure telehealth interactions, accurate medical histories during emergencies, and patient-controlled health data [57]. There is also interest in exploring the use of cross-chain technology and integrating blockchain with other technologies such as machine learning and the Internet of Things [52,53]. However, there are still challenges to be addressed, such as ensuring regulatory compliance, improving scalability, and addressing data privacy concerns [60,61]. Further research and advancements are necessary to address these hurdles and harness the complete potential of blockchain in healthcare [47,57].
Comparison with Other Technologies
Blockchain offers unique advantages compared to centralized databases or cloud solutions [53]. It provides decentralized and distributed storage, ensuring data integrity, transparency, and immutability [42]. Blockchain's integration with cloud solutions enhances access control, privacy protection, and identity management [55]. Blockchain technology allows for secure and tamper-proof transactions, making it a suitable option for supply chain systems and accounting purposes [56]. Blockchain's decentralized nature and cryptographic security capabilities have the potential to alleviate concerns regarding data privacy, security, and trust [22]. However, scalability, regulatory compliance, and energy consumption remain challenges that need to be addressed for widespread adoption [57]. The future of blockchain in healthcare lies in its potential to transform data sharing, empower patients, and enhance interoperability [22].
Methodology
This study employs a qualitative research approach to delve into the complex relationship between blockchain technology and healthcare. Qualitative research is chosen to unveil nuanced human perspectives and challenges tied to integrating blockchain in healthcare. The method delves into rich narratives and insights of stakeholders, moving beyond quantitative data.
Data Collection
In-depth semi-structured interviews are the primary data collection method. These interviews deeply explore experiences and insights of healthcare professionals, technology experts, and patients affected by blockchain adoption. Interviews are conducted in-person or virtually, based on participants' preferences.
Participant Selection
Participants are purposefully selected for their relevant expertise in healthcare and technology. Diverse perspectives from healthcare, technology, and patient advocacy realms are sought to comprehensively understand blockchain's impact.
Data analysis
Interview data undergoes meticulous content analysis. This entails identifying recurring themes and insights in transcripts. Open coding generates initial codes, leading to categories and themes through axial coding. Qualitative analysis software aids in systematic analysis.
Trustworthiness and Validity
To ensure credibility, member checking and peer debriefing are employed. Member checking validates findings with participants, while peer debriefing gathers researcher input to enhance validity.
Ethical Considerations
Ethical guidelines are strictly followed, including informed consent, anonymity, and confidentiality. Participant rights are prioritized based on academic and research standards.
Limitations
Qualitative research is context-dependent and subjective. Findings reflect participant perspectives and might not be universally applicable. Researcher biases are also acknowledged.
This qualitative approach adds a human-centered dimension to discussions about blockchain in healthcare. Through lived experiences and narratives, this research enhances comprehension of blockchain's intricate role in healthcare.
Discussion
The integration of blockchain technology in healthcare offers potential for enhanced data security, interoperability, and reshaping healthcare systems. Through qualitative exploration, this study uncovers stakeholders' nuanced experiences, perspectives, and challenges regarding blockchain adoption in healthcare.
Applications of Blockchain in Healthcare
Participants discussed diverse applications of blockchain in healthcare, aligning with literature emphasizing its transformative potential. From secure electronic health records to transparent supply chains, blockchain's versatility was evident, corroborating existing research.
Data Security and Privacy Enhancement
Participants recognized blockchain's potential for heightened data security and privacy, aligning with literature. The decentralized nature and cryptographic techniques were seen as safeguards against breaches. Balancing robust security with usability emerged as a key consideration.
Interoperability and Transparent Data Exchange
Blockchain's potential to address data interoperability challenges resonated among participants, reflecting literature's discourse. Its ability to facilitate transparent data exchange addresses concerns of data fragmentation and enhances care coordination.
Challenges and Ethical Considerations
Participants raised concerns about scalability and ethical considerations such as patient consent and data ownership, echoing literature. The need for an ethical framework that accommodates evolving technology was highlighted.
Human-centred Insights
Qualitative findings emphasized the human dimension often overlooked in tech discussions. Participants' narratives emphasized involving end-users, understanding their roles, and addressing concerns. This insight is vital for balancing innovation with human-centred considerations.
Implications and Future Directions
Insights impact healthcare stakeholders—policymakers, organizations, developers—informing strategies, user-centred initiatives, and ethical tech design. Future research could explore socio-cultural influences on blockchain adoption.
Conclusion
The qualitative exploration enriches discussions about blockchain's integration in healthcare, emphasizing its transformative potential. Stakeholder narratives resonate with existing literature while adding a human-centred perspective. Technology's impact is profound beyond codes, resonating within healthcare's evolution. As healthcare enters a digital frontier, this research guides stakeholders towards empathetic tech integration. It's a call to action, urging comprehensive understanding for meaningful change. The study contributes to the blockchain discourse, reshaping decisions and paving the way for a harmonious tech-human healthcare future.
References
- Kuo, T. T., Kim, H. E., & Ohno-Machado, L. (2017). Blockchain distributed ledger technologies for biomedical and health care applications. Journal of the American Medical Informatics Association, 24(6):1211-1220.
Publisher | Google Scholor - Hölbl, M., Kompara, M., Kamišalić, A., & Nemec Zlatolas, L. (2018). A systematic review of the use of blockchain in healthcare. Symmetry, 10(10):470.
Publisher | Google Scholor - Hau, Y. S., & Chang, H. C. (2021). Understanding the adoption of blockchain technology in healthcare: A case study of Taiwan. Journal of Medical Systems, 45(6):1-11.
Publisher | Google Scholor - Sangal, R., Ullah, I., & Tanveer, M. (2022). Blockchain technology in healthcare: A comprehensive review and directions for future research. Journal of King Saud University-Computer and Information Sciences.
Publisher | Google Scholor - Ratta, R., Bhushan, B., & Kumar, V. (2021). Integrating blockchain with the Internet of Things in healthcare. In Proceedings of the 2021 5th International Conference on Trends in Electronics and Informatics IEEE, (ICOEI):261-265.
Publisher | Google Scholor - Davidson, S., Filippi, P., & Potts, J. (2018). Blockchains and the economic institutions of capitalism. Journal of Institutional Economics, 14(4), 639-658.
Publisher | Google Scholor - Zelbst, P., Green, K., Sower, V., & Bond, P. (2019). The impact of rfid, iiot, and blockchain technologies on supply chain transparency. Journal of Manufacturing Technology Management, 31(3):441-457.
Publisher | Google Scholor - Liu, Z. (2022). Application of blockchain and distributed storage technology. Highlights in Science Engineering and Technology, 9:43-46.
Publisher | Google Scholor - Bernardino, C., Costa, C., & Aparicio, M. (2022). Digital evolution: blockchain field research.
Publisher | Google Scholor - Akman, I. and Turhan, C. (2022). Sector diversity among it professionals in the timing of blockchain adoption: an attitudinal perspective. Engineering Economics, 33(5):461-472.
Publisher | Google Scholor - Mokhamed, T., Talib, M., Moufti, M., Abbas, S., & Khan, F. (2023). The potential of blockchain technology in dental healthcare: a literature review. Sensors, 23(6):3277.
Publisher | Google Scholor - Bennacer, S., Sabiri, K., Aaroud, A., Akodadi, K., & Cherradi, B. (2023). A comprehensive survey on blockchain-based healthcare industry: applications and challenges. Indonesian Journal of Electrical Engineering and Computer Science, 30(3):1558.
Publisher | Google Scholor - Sajad, M., Sadaf, M., Melina, Y., & Reza, A. (2023). Combining blockchain and iot for decentralized healthcare data management. International Journal on Cryptography and Information Security, 13(1):35-50.
Publisher | Google Scholor - Zhang, R., Xue, R., & Liu, L. (2022). Security and privacy for healthcare blockchains. IEEE. Transactions on Services Computing, 15(6):3668-3686.
Publisher | Google Scholor - Rao, K. and Manvi, S. (2023). Survey on electronic health record management using amalgamation of artificial intelligence and blockchain technologies. Acta Informatica Pragensia, 12(1):161-181.
Publisher | Google Scholor - Zhang, P., Schmidt, D., & White, J. (2020). A pattern sequence for designing blockchain-based healthcare information technology systems.
Publisher | Google Scholor - Shahnaz, A., Qamar, U., & Khalid, A. (2019). Using blockchain for electronic health records. Ieee Access, 7:147782-147795.
Publisher | Google Scholor - Kumar, T., Ramani, V., Ahmad, I., Braeken, A., Harjula, E., & Ylianttila, M. (2018). Blockchain utilization in healthcare: key requirements and challenges.
Publisher | Google Scholor - Hölbl, M., Kompara, M., Kamišalić, A., & Zlatolas, L. (2018). A systematic review of the use of blockchain in healthcare.
Publisher | Google Scholor - Srivastava, S., Pant, M., Jauhar, S., & Nagar, A. (2022). Analyzing the prospects of blockchain in healthcare industry. Computational and Mathematical Methods in Medicine, 2022, 1-24.
Publisher | Google Scholor - Kumar, B., Albusaidi, I., & Halloush, M. (2023). Healthcare information exchange using blockchain and machine learning., 55-69.
Publisher | Google Scholor - M. Benchoufi and P. Ravaud. (2017). Blockchain technology for improving clinical research quality, Trials, 18(1).
Publisher | Google Scholor - Ren, Y., Liu, X., Sharma, P., Alfarraj, O., Tolba, A., Wang, S., et al. (2023). Data storage mechanism of industrial iot based on lrc sharding blockchain. Scientific Reports, 13(1).
Publisher | Google Scholor - Ratta, P., Kaur, N., Sharma, S., Shabaz, M., & Dhiman, G. (2021). Application of blockchain and internet of things in healthcare and medical sector: applications, challenges, and future perspectives. Journal of Food Quality, 1-20.
Publisher | Google Scholor - Obaid, O. and Salman, S. (2022). Security and privacy in iot-based healthcare systems: a review, 29-40.
Publisher | Google Scholor - Zhang, R., Xue, R., & Liu, L. (2022). Security and privacy for healthcare blockchains. Ieee Transactions on Services Computing, 15(6):3668-3686.
Publisher | Google Scholor - Zhang, W. (2023). Blockchain-based solutions for clinical trial data management: a systematic review. Metaverse Basic and Applied Research.
Publisher | Google Scholor - Kumar, P., Kumar, M., & Singh, V. K. (2018). Blockchain technology in healthcare: A systematic review. Journal of King Saud University-Computer and Information Sciences.
Publisher | Google Scholor - Zhang, P., Schmidt, D., & White, J. (2020). A pattern sequence for designing blockchain-based healthcare information technology systems.
Publisher | Google Scholor - Rožman, N., Corn, M., Škulj, G., Diaci, J., & Podržaj, P. (2022). Scalability solutions in blockchain-supported manufacturing: a survey. Strojniški Vestnik. Journal of Mechanical Engineering, 68(10), 585-609.
Publisher | Google Scholor - Jolfaei, A., Aghili, S., & Singelée, D. (2021). A survey on blockchain-based iomt systems: towards scalability. Ieee Access, 9:148948-148975.
Publisher | Google Scholor - Alzahrani, A., Alenezi, A., & Wills, G. (2022). A framework of the critical factors for healthcare providers to share data securely using blockchain. Ieee Access, 10:41064-41077.
Publisher | Google Scholor - Hasselgren, A., Wan, P., Horn, M., Kralevska, K., Gligoroski, D., & Faxvaag, A. (2020). Gdpr compliance for blockchain applications in healthcare.
Publisher | Google Scholor - Alkhateeb, A., & Alameh, M. (2021). Blockchain in healthcare: Opportunities, challenges, and applications. IEEE Access, 9, 114420-114440.
Publisher | Google Scholor - Esmaeilzadeh, P. (2022). Benefits and concerns associated with blockchain-based health information exchange (hie): a qualitative study from physicians' perspectives. BMC Medical Informatics and Decision Making, 22(1).
Publisher | Google Scholor - Zhang, P., White, J., Schmidt, D., Lenz, G., & Rosenbloom, S. (2018). Fhirchain: applying blockchain to securely and scalably share clinical data. Computational and Structural Biotechnology Journal, 16, 267-278.
Publisher | Google Scholor - Agbo, C., Mahmoud, Q., & Eklund, J. (2019). Blockchain technology in healthcare: a systematic review. Healthcare, 7(2):56.
Publisher | Google Scholor - Zhang, W. (2023). Blockchain-based solutions for clinical trial data management: a systematic review. Metaverse Basic and Applied Research.
Publisher | Google Scholor - Benchoufi, M., Porcher, R., & Ravaud, P. (2017). Blockchain protocols in clinical trials: Transparency and traceability of consent. F1000Research, 6:66.
Publisher | Google Scholor - Mao, H., Nie, T., Sun, H., Shen, D., & Yu, G. (2023). A survey on cross-chain technology: challenges, development, and prospect. Ieee Access, 11:45527-45546.
Publisher | Google Scholor - Reegu, F., Abas, H., Jabbari, A., Dziyauddin, R., Uddin, M., et al. (2022). Interoperability requirements for blockchain-enabled electronic health records in healthcare: a systematic review and open research challenges. Security and Communication Networks, 1-11.
Publisher | Google Scholor - Abbas, N., Qureshi, N., Khan, N., Chandio, N., et al. (2022). The blockchain technologies in healthcare: prospects, obstacles, and future recommendations; lessons learned from digitalization. International Journal of Online and Biomedical Engineering (Ijoe), 18(09), 144-159.
Publisher | Google Scholor - Amanat, A., Rizwan, M., Maple, C., Zikria, Y. B., Almadhor, A. S., et al. (2022). Blockchain and cloud computing-based secure electronic healthcare records storage and sharing. Frontiers in public health, 10:938707.
Publisher | Google Scholor - Kumar, B., Albusaidi, I., & Halloush, M. (2023). Healthcare information exchange using blockchain and machine learning., 55-69.
Publisher | Google Scholor - Aldamaeen O, Rashideh W, Obidallah WJ. (2023) Toward Patient-Centric Healthcare Systems: Key Requirements and Framework for Personal Health Records Based on Blockchain Technology. Applied Sciences,13(13):7697.
Publisher | Google Scholor - Abbas, N., Qureshi, N., Khan, N., Chandio, N., & Ali, N. (2022). The blockchain technologies in healthcare: prospects, obstacles, and future recommendations; lessons learned from digitalization. International Journal of Online and Biomedical Engineering (Ijoe), 18(09):144-159.
Publisher | Google Scholor - Krichen M, Ammi M, Mihoub A, Almutiq M. (2022). Blockchain for Modern Applications: A Survey. Sensors (Basel). 2022;22(14):5274.
Publisher | Google Scholor - Sanda, O., Pavlidis, M., & Pliatsikas, N. (2022). A regulatory readiness assessment framework for blockchain adoption in healthcare. Digital, 2(1):65-87.
Publisher | Google Scholor - Mackey, T., Kuo, T., Gummadi, B., Clauson, K., Church, G., Grishin, D., et al. (2019). fit-for-purpose? – challenges and opportunities for applications of blockchain technology in the future of healthcare. BMC Medicine, 17(1).
Publisher | Google Scholor - Xi P, Zhang X, Wang L, Liu W, Peng S. (2022). A Review of Blockchain-Based Secure Sharing of Healthcare Data. Applied Sciences, 12(15):7912.
Publisher | Google Scholor - Reegu, F., Abas, H., Jabbari, A., Dziyauddin, R., Uddin, et al. (2022). Interoperability requirements for blockchain-enabled electronic health records in healthcare: a systematic review and open research challenges. Security and Communication Networks, 1-11.
Publisher | Google Scholor - O'Leary, D. (2017). Configuring blockchain architectures for transaction information in blockchain consortiums: the case of accounting and supply chain systems. Intelligent Systems in Accounting Finance & Management, 24(4):138-147.
Publisher | Google Scholor - Khanna, A., Sah, A., Bolshev, V., Burgio, A., Panchenko, V., et al. (2022). Blockchain–cloud integration: a survey. Sensors, 22(14):5238.
Publisher | Google Scholor - Bhargava, D., Neware, R., Singh, B., & Ngulube, P. (2022). Perceived security risk based on moderating factors for blockchain technology applications in cloud storage to achieve secure healthcare systems. Computational and Mathematical Methods in Medicine, 1-10.
Publisher | Google Scholor - Mao, H., Nie, T., Sun, H., Shen, D., & Yu, G. (2023). A survey on cross-chain technology: challenges, development, and prospect. Ieee Access, 11:45527-45546.
Publisher | Google Scholor - Reegu, F., Abas, H., Jabbari, A., Dziyauddin, R., Uddin, et al. (2022). Interoperability requirements for blockchain-enabled electronic health records in healthcare: a systematic review and open research challenges. Security and Communication Networks, 1-11.
Publisher | Google Scholor - A. Khurshid, V. Rajeswaren, & S. Andrews. (2020). Using blockchain technology to mitigate challenges in service access for the homeless and data exchange between providers: qualitative study, Journal of Medical Internet Research, 22(6):e16887.
Publisher | Google Scholor