ANALYSIS OF THE BEST FIT PRE-TRAIN DEEP LEARNING MODEL (DLMS) THAT CAN INTEGRATE BLOCKCHAIN TECHNOLOGY IN THE HEALTH SECTORS USING NATURAL LANGUAGE PROCESSING (NLP) AS THE MAIN SOURCE OF DATA CLUSTERING

Pascal Muam Mah (), Iwona Skalna and Tomasz Pełech-Pilichowski
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Pascal Muam Mah: AGH University of Science and Technology
Iwona Skalna: AGH University of Science and Technology
Tomasz Pełech-Pilichowski: AGH University of Science and Technology

Journal of Information Systems & Operations Management, 2022, vol. 16, issue 2, 126-143

Abstract: Blockchain technology is a secure digital platform that allows the creation, sharing, and storing of innovative solutions for various datasets within sectors including healthcare. Blockchain technology can be used in the healthcare sector to securely manage and exchange laboratory diagnoses. Advance developments in technology have pushed healthcare sectors into remote care and management systems. Until today, there's no concise and preferred system globally accepted by health sectors due to the unavailable remote systems, and skepticism amongst customers and patients concerning remote healthcare monitoring and surgeries. This paper aims to introduce a pre-train prototype deep learning model (DLMs) based on blockchain technology using natural language processing (NLP) as the main source of data from healthcare. Text content related to healthcare issues was classified into various language structures. A systematic influence of blockchain technology was calculated based on the dataset cluster. The sample texts represent NLP classified into input layers, hidden layers, and output layers of DLMs. The parts of speech used in the study help to explain a possible system integration of Blockchain technology with deep learning based on clustering algorithm pre-determined features of blockchain technology. A “behavior-oriented driven and influential functions†of blockchain was used to measure the influence on healthcare applied NLP. On a scale 1-5 grade, 3.88 was recorded as a predetermine value of blockchain on healthcare applied NLP.

Date: 2022
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