Big Data for Healthcare Industry 4.0: Applications, challenges and future perspectives

Karataş, Mümtaz; Erişkin, Levent; Deveci, Muhammet; Pamučar, Dragan; Garg, Harish

doi:10.1016/j.eswa.2022.116912

Cited by 143 publications

(77 citation statements)

References 81 publications

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“…In addition, the results of this study are in line with Masheti (2016) and Luganda et al (2022) which recommended for more investment in e-logistics and e-procurement practices to reap optimal benefits like widening the scope of suppliers. The need to reap the benefits of ICT usage support former studies such as; Karatas et al (2022), and . This study's reliability measurement using composite reliability were beyond the recommended level of 0.7, hence portraying acceptable values of (0.92) and (0.82) for e-logistics operations and for performance on health care supply chain management respectively.…”

Section: Discussion and Interpretation Of The Research Findingsmentioning

confidence: 87%

“…Similarly, from the experts in the industry and academia of logistics and supply chain management, e-logistics is regarded as the use of systems and technologies to achieve productivity and competitiveness in transport, logistics and supply chain management. Preceding researchers suggest that, the ICTs may be used for; time compression, Just-in time (JIT), vendor-managed inventory (VMI), collaborative planning forecasting and replenishment (CPFR) plus cross docking (Wang & Pattit, 2016;Karatas et al, 2022;Mushi & Kagoya, 2022).…”

Section: Literature Reviewmentioning

confidence: 99%

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E-logistic Practices and Health Care Supply Chain Management for Public Referral Hospitals in Uganda

Kagoya

Mkwizu

2022

udslj

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This paper examined e-logistic practices and health care supply chain management in the context of Ugandan public referral hospitals. The prime objective was to examine the relationship between e-logistics operations and performance of health care supply chain management. A quantitative research approach was utilized to gather data from public referral hospitals respondents using structured survey questionnaires. For data analysis, descriptive statistics and Partial Least Squares-Structural Equation Modelling were utilised, aided by SmartPLS 3. Findings showed a positive significant relationship between e-logistics operations and performance of health care supply chain management in the context of Ugandan public referral hospitals. This study implies that the key e-logistics operations in relation to the performance of health care supply chain management, are central management of drugs, the correct order picking of drugs given to the right patients for quality control, and presence of an electronic system to update stock daily. Additionally, the findings designated that, e-logistics operations are related to the performance of health care supply chain management in terms of ICTs tracking systems and data transparency. The practical implication to the health sector- stakeholders, is to consider ICT-tracking systems and data transparency for e-logistics operations and performance of health care supply chain management.

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Section: Discussion and Interpretation Of The Research Findingsmentioning

confidence: 87%

Section: Literature Reviewmentioning

confidence: 99%

E-logistic Practices and Health Care Supply Chain Management for Public Referral Hospitals in Uganda

Kagoya

Mkwizu

2022

udslj

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“…In this vein, ensuring privacy and security is crucial. Fervent debates have been generated in the academic community about the appropriateness of giving users full power over their health data [ 111 , 112 ].…”

Section: Discussionmentioning

confidence: 99%

Automated Workflow for Usability Audits in the PHR Realm

García‐Berná

Sobrino-Duque

Gea

et al. 2022

IJERPH

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Teleworking is an everyday reality in today’s world. Many companies are opting for this way of working remotely, as it improves employers’ satisfaction along with the work–life balance and it does not lead to any significant reduction in performance. In general, the comfortable use of software applications is a priority, and quality aspects such as usability are of vital importance. In this paper, a novel workflow is proposed. It consists of the following components: (1) a tool to manage usability evaluations based on expert reviews, called Usevalia; (2) a set of heuristics to be considered when performing the evaluations; (3) a catalogue of usability requirements to guide the evaluations; (4) a checklist related to the heuristics to verify that the evaluations have been performed correctly by all the auditors; and (5) a set of tasks to know in advance the functionality of the applications to be audited. Personal health records (PHRs) were taken as a case study. This methodology made it possible to involve a total of 31 working groups that evaluated the usability of four PHRs. Concerning the main results, the evaluators agreed that with Usevalia the usability evaluations could go a step further because they are coordinated and can work together remotely. In addition, analyses of usability scores provided insight into current proposals for improving usability of applications.

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“…They concluded that different combinations of these techniques can be creatively applied to complement existing HMS. Karatas, et al [ 28 ] investigated the application and problems of big data analytics (BDA) as an instance of AI technique. Their review showed that BDA constitutes a vital place in the technology provided in HMS.…”

Section: Related Workmentioning

confidence: 99%

Recent Advancements in Emerging Technologies for Healthcare Management Systems: A Survey

et al. 2022

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In recent times, the growth of the Internet of Things (IoT), artificial intelligence (AI), and Blockchain technologies have quickly gained pace as a new study niche in numerous collegiate and industrial sectors, notably in the healthcare sector. Recent advancements in healthcare delivery have given many patients access to advanced personalized healthcare, which has improved their well-being. The subsequent phase in healthcare is to seamlessly consolidate these emerging technologies such as IoT-assisted wearable sensor devices, AI, and Blockchain collectively. Surprisingly, owing to the rapid use of smart wearable sensors, IoT and AI-enabled technology are shifting healthcare from a conventional hub-based system to a more personalized healthcare management system (HMS). However, implementing smart sensors, advanced IoT, AI, and Blockchain technologies synchronously in HMS remains a significant challenge. Prominent and reoccurring issues such as scarcity of cost-effective and accurate smart medical sensors, unstandardized IoT system architectures, heterogeneity of connected wearable devices, the multidimensionality of data generated, and high demand for interoperability are vivid problems affecting the advancement of HMS. Hence, this survey paper presents a detailed evaluation of the application of these emerging technologies (Smart Sensor, IoT, AI, Blockchain) in HMS to better understand the progress thus far. Specifically, current studies and findings on the deployment of these emerging technologies in healthcare are investigated, as well as key enabling factors, noteworthy use cases, and successful deployments. This survey also examined essential issues that are frequently encountered by IoT-assisted wearable sensor systems, AI, and Blockchain, as well as the critical concerns that must be addressed to enhance the application of these emerging technologies in the HMS.

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Big Data for Healthcare Industry 4.0: Applications, challenges and future perspectives

Cited by 143 publications

References 81 publications

E-logistic Practices and Health Care Supply Chain Management for Public Referral Hospitals in Uganda

E-logistic Practices and Health Care Supply Chain Management for Public Referral Hospitals in Uganda

Automated Workflow for Usability Audits in the PHR Realm

Recent Advancements in Emerging Technologies for Healthcare Management Systems: A Survey

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