A machine learning and blockchain based secure and cost-effective framework for minor medical consultations

被引:9
|
作者
Hassija, Vikas [1 ]
Ratnakumar, Rahul [2 ]
Chamola, Vinay [4 ,5 ]
Agarwal, Soumya [1 ]
Mehra, Aryan [3 ]
Kanhere, Salil S. [6 ]
Huynh Thi Thanh Binh [7 ]
机构
[1] Jaypee Inst Informat Technol, Dept CS & IT, Noida 201304, India
[2] Manipal Acad Higher Educ MAHE, Manipal Inst Technol, Dept Elect & Commun Engn, Manipal, Karnataka, India
[3] BITS Pilani, Dept Comp Sci, Pilani 333031, Rajasthan, India
[4] BITS Pilani, Dept Elect & Elect Engn, Pilani 333031, Rajasthan, India
[5] BITS Pilani, APPCAIR, Pilani 333031, Rajasthan, India
[6] UNSW Sydney, Sch Comp Sci & Engn, Sydney, NSW, Australia
[7] Hanoi Univ Sci & Technol, Sch Informat & Commun Technol, Hanoi, Vietnam
关键词
Machine learning; NLP; Naive Bayes; Logistic regression; Minor consultations; Ethereum; Blockchain; HEALTH-CARE; ATTITUDES; GPS;
D O I
10.1016/j.suscom.2021.100651
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
With the ever-increasing awareness among people regarding their health, visiting a doctor has become quite common. However, with the onset of the COVID-19 pandemic, home-based consultations are gaining popularity. Nevertheless, the worries over privacy and the lack of willingness to assist patients by the medical professionals in the online consultation process have made current models ineffective. In this paper, we present an advanced protected blockchain-based consultation model for minor medical conditions. Our model not only ensures users' privacy but by incorporating a calculation model, it also offers an opportunity for consulting end-users to voluntarily take part in the consultation process. Our work proposes a smart contract based on machine learning to be implemented for the prediction of a score of a professional who consults based on various prioritized parameters. This is done by using word2vec and TF-IDF weighting to classify the question and cosine similarity scores for detailed orientation analysis. Based on this score, the patient is charged, and simultaneously, the responder is awarded ether. An incentivized method leads to more accessible healthcare while reducing the cost itself.
引用
收藏
页数:10
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