A Blockchain and NLP Based Electronic Health Record System: Indian Subcontinent Context

被引:9
作者
Bharimalla, Pranab Kumar [1 ]
Choudhury, Hammad [2 ]
Parida, Shantipriya [3 ]
Mallick, Debasish Kumar [4 ]
Dash, Satya Ranjan [4 ]
机构
[1] KIIT Univ, Sch Comp Engn, Bhubaneswar, India
[2] Infosys Ltd, New York, NY USA
[3] Idiap Res Inst, Martigny, Switzerland
[4] KIIT Univ, Sch Comp Applicat, Bhubaneswar, India
来源
INFORMATICA-AN INTERNATIONAL JOURNAL OF COMPUTING AND INFORMATICS | 2021年 / 45卷 / 04期
关键词
blockchain; electronic health record; ResNet; CNN; natural language processing;
D O I
10.31449/inf.v45i4.3503
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The healthcare system in the Indian subcontinent is plagued with numerous issues related to the access, transfer, and storage of patient's medical records. The lack of infrastructure to properly communicate and track records between all key participants has allowed the distribution of counterfeit drugs, dependency on unsafe methods of communication, and lack of trust between patients and providers. During the global COVID-19 pandemic, the need for a robust communication and record tracking system has been further emphasized. To facilitate efficient communication and mitigate the mentioned issues, a nationwide EHR (electronic health record) system must be introduced to bring the healthcare system into digital space. To further enhance security, efficiency, and cost, the innovation of Blockchain is introduced. Blockchain is a decentralized data structure that allows secure transactions between untrusted parties without needing a central authority. In this paper, a Hyperledger fabric-based Blockchain Electronic Healthcare Record (EHR) system is proposed. The system is integrated with technologies such as NLP (Natural Language Processing), and Machine Learning to provide users with practical features.
引用
收藏
页码:605 / 616
页数:12
相关论文
共 20 条
[1]   Medical Handwritten Prescription Recognition Using CRNN [J].
Achkar, Roger ;
Ghayad, Khodor ;
Haidar, Rayan ;
Saleh, Sawsan ;
Al Hajj, Rana .
PROCEEDING OF THE 2019 INTERNATIONAL CONFERENCE ON COMPUTER, INFORMATION AND TELECOMMUNICATION SYSTEMS (IEEE CITS 2019), 2019, :211-215
[2]  
Bharimalla PK., 2019, Int. J. Innovative Technol. Exploring Eng. (IJITEE), V8, P2672, DOI [10.35940/ijitee.J9442.0881019, DOI 10.35940/IJITEE.J9442.0881019]
[3]   BinDaaS: Blockchain-Based Deep-Learning as-a-Service in Healthcare 4.0 Applications [J].
Bhattacharya, Pronaya ;
Tanwar, Sudeep ;
Bodkhe, Umesh ;
Tyagi, Sudhanshu ;
Kumar, Neeraj .
IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2021, 8 (02) :1242-1255
[4]   Blockchain and quantum blind signature-based hybrid scheme for healthcare 5.0 applications [J].
Bhavin, Makwana ;
Tanwar, Sudeep ;
Sharma, Navneet ;
Tyagi, Sudhanshu ;
Kumar, Neeraj .
JOURNAL OF INFORMATION SECURITY AND APPLICATIONS, 2021, 56
[5]   Big Data Privacy in Healthcare Moroccan context [J].
Bouhriz, Mounia ;
Chaoui, Habiba .
6TH INTERNATIONAL CONFERENCE ON EMERGING UBIQUITOUS SYSTEMS AND PERVASIVE NETWORKS (EUSPN 2015)/THE 5TH INTERNATIONAL CONFERENCE ON CURRENT AND FUTURE TRENDS OF INFORMATION AND COMMUNICATION TECHNOLOGIES IN HEALTHCARE (ICTH-2015), 2015, 63 :575-580
[6]   Blockchain based searchable encryption for electronic health record sharing [J].
Chen, Lanxiang ;
Lee, Wai-Kong ;
Chang, Chin-Chen ;
Choo, Kim-Kwang Raymond ;
Zhang, Nan .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 95 (420-429) :420-429
[7]  
Devkota B., 2014, Health Renaissance, V11, P181, DOI DOI 10.3126/HREN.V11I3.9629
[8]   ACTION-EHR: Patient-Centric Blockchain-Based Electronic Health Record Data Management for Cancer Care [J].
Dubovitskaya, Alevtina ;
Baig, Furqan ;
Xu, Zhigang ;
Shukla, Rohit ;
Zambani, Pratik Sushil ;
Swaminathan, Arun ;
Jahangir, Md Majid ;
Chowdhry, Khadija ;
Lachhani, Rahul ;
Idnani, Nitesh ;
Schumacher, Michael ;
Aberer, Karl ;
Stoller, Scott D. ;
Ryu, Samuel ;
Wang, Fusheng .
JOURNAL OF MEDICAL INTERNET RESEARCH, 2020, 22 (08)
[9]   Routine home treatment of deep vein thrombosis - Is now a reality [J].
Eikelboom, J ;
Baker, R .
BRITISH MEDICAL JOURNAL, 2001, 322 (7296) :1192-1193
[10]   Privacy-Preserving in Healthcare Blockchain Systems Based on Lightweight Message Sharing [J].
Fu, Junsong ;
Wang, Na ;
Cai, Yuanyuan .
SENSORS, 2020, 20 (07)