Vaccine supply chain management: An intelligent system utilizing blockchain, IoT and machine learning

Article Computer Science, Information Systems

Improving Vaccine Safety Using Blockchain

Laizhong Cui et al.

Summary: This article introduces a blockchain-based solution to protect the entire vaccine circulation process, which supervises the circulation process and implements a tracing system to ensure the integrity of vaccine circulation data.

ACM TRANSACTIONS ON INTERNET TECHNOLOGY (2021)

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Article Green & Sustainable Science & Technology

Redesigning Supply Chains using Blockchain-Enabled Circular Economy and COVID-19 Experiences

Santosh Nandi et al.

Summary: The COVID-19 pandemic has highlighted the vulnerabilities in the traditional patterns of production and consumption, calling for supply chains to become more resilient, transparent, and sustainable through localization, agility, and digitization. Blockchain technology and circular economy principles are seen as potential solutions, with use cases demonstrating their support for supply chain efforts.

SUSTAINABLE PRODUCTION AND CONSUMPTION (2021)

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Article Business

Exploring healthcare/health-product ecommerce satisfaction: A text mining and machine learning application

Swagato Chatterjee et al.

Summary: This study examines the impact of service aspects and emotions on customer satisfaction in healthcare/health-product e-commerce using a large dataset of online reviews. The findings provide insights for the industry and offer recommendations for improved service design and delivery for e-commerce managers.

JOURNAL OF BUSINESS RESEARCH (2021)

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Article Business

A (new) role for business-Promoting the United Nations' Sustainable Development Goals through the internet-of-things and blockchain technology

Charl de Villiers et al.

Summary: The article outlines the business opportunity of utilizing measurement technology connected to the internet, such as the internet-of-things (IoT), to input information into blockchains and incentivize contributions towards the United Nations' Sustainable Development Goals (SDGs). Businesses, both existing and new, could exploit these opportunities to inspire engagement from employees, volunteers, donors, and other participants. Additionally, the article provides a conceptual framework for how businesses can facilitate the measurement of SDGs and instill trust in these measurements through technology.

JOURNAL OF BUSINESS RESEARCH (2021)

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Article Business

Digital technologies and collective intelligence for healthcare ecosystem: Optimizing Internet of Things adoption for pandemic management

Giustina Secundo et al.

Summary: This paper presents a framework based on the principle of collective intelligence to address the challenges posed by COVID-19 in the healthcare ecosystem using IoT and other digital technologies. Analyzing the Italian healthcare ecosystem, the study proposes a decision support system for allocating IoT devices effectively, balancing the needs of severe patients and device efficiency.

JOURNAL OF BUSINESS RESEARCH (2021)

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Article Business

Supply network design to address United Nations Sustainable Development Goals: A case study of blockchain implementation in Thai fish industry

Naoum Tsolakis et al.

Summary: The study found that there is data asymmetry in supply chains to achieve Sustainable Development Goals. Therefore, four design principles and an integrated technology implementation framework have been proposed for blockchain-centric food supply chains.

JOURNAL OF BUSINESS RESEARCH (2021)

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Article Management

Tuning value chains for better signals in the post-COVID era: vaccine supply chain concerns

Daniel J. Finkenstadt et al.

Summary: The authors highlight critical bottlenecks in the vaccine supply chain hindering an effective COVID response. They suggest that improving supply chain signals can enhance vaccine handling and distribution, and provide recommendations for redesigning the vaccine supply chain and future research directions.

INTERNATIONAL JOURNAL OF OPERATIONS & PRODUCTION MANAGEMENT (2021)

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Article Health Care Sciences & Services

Human factors: the pharmaceutical supply chain as a complex sociotechnical system

Brian Edwards et al.

Summary: Human factors and ergonomics (HFE) can provide valuable insights and solutions for developing complex sociotechnical systems effectively, ensuring efficient coordination and integration between different elements in the global supply chain. Through partnerships with international groups, discussions on leveraging sociotechnical thinking about HFE aim to enhance monitoring and investigative techniques to strengthen global supply chains.

INTERNATIONAL JOURNAL FOR QUALITY IN HEALTH CARE (2021)

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Article Health Policy & Services

Transforming COVID-19 vaccines into vaccination Challenges and opportunities for management scientists

Tinglong Dai et al.

Summary: The breakthrough of multiple effective and safe COVID-19 vaccines offers hope in the prolonged pandemic, but the challenge lies in the global vaccination effort. This presents ample opportunities for management scientists to improve the efficiency and equity of vaccine supply chains.

HEALTH CARE MANAGEMENT SCIENCE (2021)

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Article Management

Supply chain game theory network modeling under labor constraints: Applications to the Covid-19 pandemic

Anna Nagurney

Summary: This study investigates the impact of the Covid-19 pandemic on supply chain networks, analyzing labor constraints under three different scenarios using a supply chain game theory network framework. It explores the effects of disruptions to labor on product flows and firm profits in the supply chain network economy through numerical examples inspired by shortages of migrant labor harvesting blueberries in the United States.

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH (2021)

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Article Health Care Sciences & Services

COVID-19 Vaccine To Vaccination: Why Leaders Must Invest In Delivery Strategies Now

Rebecca L. Weintraub et al.

Summary: Leaders around the world are implementing strategies to successfully deliver COVID-19 vaccines by investing in evidence-based approaches, generating demand, allocating and distributing vaccines, and verifying coverage. Lessons from past pandemics highlight the importance of engaging with communities, involving trusted sources in vaccination advocacy, and allowing expert coalitions to determine vaccination approaches.

HEALTH AFFAIRS (2021)

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Article Computer Science, Artificial Intelligence

Artificial intelligence and healthcare: Forecasting of medical bookings through multi-source time-series fusion

Francesco Piccialli et al.

Summary: This paper presents a multi-source time series fusion and forecasting framework based on Deep Learning, which provides reliable medical predictions by preserving temporal patterns through a feature compression stage. The system is capable of predicting the number of bookings for a specific medical examination for a 7-day horizon period.

INFORMATION FUSION (2021)

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Article Management

Supply Chain Thinking in Healthcare: Lessons and Outlooks

Lidia Betcheva et al.

Summary: The experience in supply chain management can assist stakeholders in healthcare to understand and improve their complex systems, offering important research avenues. It provides new practice and research directions for the healthcare sector.

M&SOM-MANUFACTURING & SERVICE OPERATIONS MANAGEMENT (2021)

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Article Engineering, Industrial

Can supply chain risk management practices mitigate the disruption impacts on supply chains' resilience and robustness? Evidence from an empirical survey in a COVID-19 outbreak era

Jamal El Baz et al.

Summary: This study explores the role of supply chain risk management in enhancing supply chain resilience and robustness during the COVID-19 outbreak. The results confirm the importance of dynamic resources combination in facing uncertainties and highlight the mediating role of SCRM practices in fostering supply chain resilience and robustness.

INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS (2021)

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Article Health Care Sciences & Services

International Collaboration to Ensure Equitable Access to Vaccines for COVID-19: The ACT-Accelerator and the COVAX Facility

Mark Eccleston-Turner et al.

Summary: The paper highlights the importance of equitable access to COVID-19 vaccines and the challenges faced by the COVAX Facility in achieving this goal. While the funding mechanism deployed by the COVAX Pillar appears to be effective in promoting research and development of vaccines, the prevalence of vaccine nationalism may limit equitable access to vaccines.

MILBANK QUARTERLY (2021)

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Review Computer Science, Interdisciplinary Applications

Supply chain resilience for vaccines: review of modeling approaches in the context of the COVID-19 pandemic

Maureen S. Golan et al.

Summary: This review identified gaps in modeling supply chain resilience, especially for vaccines, and proposed the application of resilience analytics and emerging network science tools to improve the critical function of vaccine supply chains. Pharmaceutical corporations prioritize efficiency over resilience in their vaccine supply chains, but leveraging resilience analytics and tools like artificial intelligence can help managers quantify efficiency/resilience tradeoffs and optimize system performance post disruption.

INDUSTRIAL MANAGEMENT & DATA SYSTEMS (2021)

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Article Public, Environmental & Occupational Health

Mapping global trends in vaccine sales before and during the first wave of the COVID-19 pandemic: a cross-sectional time-series analysis

Seraphine Zeitouny et al.

Summary: This study examined the impact of COVID-19 on vaccine supply chains and sales, revealing disparities in the effects on vaccine sales across countries with different income levels. Action is needed to ensure equitable distribution of vaccines.

BMJ GLOBAL HEALTH (2021)

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Review Economics

COVID-19 pandemic related supply chain studies: A systematic review

Priyabrata Chowdhury et al.

Summary: The study systematically reviews existing research on the COVID-19 pandemic within the supply chain discipline, identifying four main recurring themes - impacts, resilience strategies, technology implementation, and supply chain sustainability. The analysis reveals a lack of empirically designed and theoretically grounded studies in this area, limited generalizability of findings, and a focus on high-demand essential goods and healthcare products rather than low-demand items and SMEs. Additionally, the study offers research questions and directions for further investigation by considering findings from prior epidemic outbreaks and other disruptions in the supply chain discipline.

TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW (2021)

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Article Green & Sustainable Science & Technology

Improving supply chain sustainability in the context of COVID-19 pandemic in an emerging economy: Exploring drivers using an integrated model

Chitra Lekha Karmaker et al.

Summary: This research investigates the drivers of sustainable supply chain in the context of Bangladesh, using methodologies such as Pareto analysis, fuzzy theory, TISM, and MICMAC analysis. Financial support and policy development are crucial for tackling supply chain disruptions caused by COVID-19, while findings are expected to help industrial managers, supply chain partners, and government policymakers in addressing SSC issues during the pandemic.

SUSTAINABLE PRODUCTION AND CONSUMPTION (2021)

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Article Public, Environmental & Occupational Health

The Societal Value of Vaccination in the Age of COVID-19

David E. Bloom et al.

Summary: Recently, scholars and policymakers have started to realize that the value of vaccines extends beyond health benefits to encompass economic and social welfare. The COVID-19 pandemic has highlighted the significant harms infectious diseases can inflict on society, potentially leading policymakers to take into account the broader societal impacts of vaccination.

AMERICAN JOURNAL OF PUBLIC HEALTH (2021)

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Article Engineering, Industrial

Challenges to COVID-19 vaccine supply chain: Implications for sustainable development goals

Shahriar Tanvir Alam et al.

Summary: This study combines DEMATEL and IFS methods to explore the key challenges of the COVID-19 vaccine supply chain, identifying 15 challenges including limited number of vaccine manufacturing companies, inappropriate coordination with local organizations, lack of vaccine monitoring bodies, difficulties in monitoring and controlling vaccine temperature, and vaccination cost and lack of financial support for vaccine purchase.

INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS (2021)

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Article Business

Pricing and coordination of vaccine supply chain based on blockchain technology

Ruihuan Liu et al.

Summary: This study constructs a vaccine supply chain model based on blockchain technology and discusses pricing and coordination using game theory. Results show that a revenue-sharing contract can coordinate the supply chain, with the fixed charge scenario proving more beneficial. The introduction of blockchain technology increases overall profitability, consumer surplus, and social welfare in the vaccine supply chain.

INTERNET RESEARCH (2021)

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Article Health Care Sciences & Services

A Traditional Chinese Medicine Traceability System Based on Lightweight Blockchain

Zhengfei Wang et al.

Summary: A lightweight blockchain framework is proposed to address issues with traditional drug traceability systems. This framework greatly reduces the size of the blockchain and improves verification efficiency.

JOURNAL OF MEDICAL INTERNET RESEARCH (2021)

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Review Chemistry, Analytical

Impact of COVID-19 on IoT Adoption in Healthcare, Smart Homes, Smart Buildings, Smart Cities, Transportation and Industrial IoT

Muhammad Umair et al.

Summary: The COVID-19 pandemic has had a positive impact on the adoption of IoT in various industries, promoting the development of technology and innovation. Through research and expert interviews, the paper explores the influence of the pandemic on sectors such as healthcare, smart homes, and smart cities, and summarizes research directions and challenges that will accelerate IoT adoption.

SENSORS (2021)

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Article Immunology

Optimal planning of the COVID-19 vaccine supply chain

Georgios P. Georgiadis et al.

Summary: This work introduces a novel framework for optimizing COVID-19 vaccine supply chains and daily vaccination plans. A new mixed integer linear programming model is developed to minimize costs and dose wastage, with a two-step decomposition strategy and a rolling horizon technique for large-scale problems and disturbances in vaccination plans, respectively.

VACCINE (2021)

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Article Computer Science, Information Systems

A Transparent and Traceable Coverage Analysis Model for Vaccine Supply-Chain Using Blockchain Technology

S. Adarsh et al.

Summary: The research focuses on the traceability of immunization vaccines in India, presenting a mobile/web-enabled vaccine traceability solution powered by big data and blockchain technologies. Experiments and pilot testing show that this approach outperforms existing methods in vaccine traceability and record management systems.

IT PROFESSIONAL (2021)

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Review Microbiology

Artificial Intelligence in Surveillance, Diagnosis, Drug Discovery and Vaccine Development against COVID-19

Gunjan Arora et al.

Summary: This review focuses on the potential of Artificial Intelligence in COVID-19 surveillance, diagnosis, outcome prediction, drug discovery, and vaccine development. AI mimics cognitive capabilities of the human brain through big data and Machine Learning offers promise for solving problems based on experiences gained from curated data. The advances in AI methods have created an unprecedented opportunity for agile surveillance systems during the COVID-19 pandemic.

PATHOGENS (2021)

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Article Computer Science, Hardware & Architecture

Blockchain Platform For COVID-19 Vaccine Supply Management

Claudia Antal et al.

Summary: In the context of the COVID-19 pandemic, this paper discusses how blockchain technology can improve various aspects of the vaccination scheme, including data integrity, monitoring vaccine distribution, and implementing a solution for reporting side effects. The proposed blockchain system shows promising results in terms of throughput and scalability, with reasonable gas costs for vaccination scenarios based on real data.

IEEE OPEN JOURNAL OF THE COMPUTER SOCIETY (2021)

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Review Medical Informatics

Blockchain applications in health care for COVID-19 and beyond: a systematic review

Wei Yan Ng et al.

Summary: Blockchain technology has the potential for various applications in healthcare, both related to COVID-19 and unrelated. However, current research mostly focuses on technical aspects with few real-world clinical applications, underscoring the need to translate foundational blockchain technology into clinical use.

LANCET DIGITAL HEALTH (2021)

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Review Public, Environmental & Occupational Health

Advancing sustainable development goals through immunization: a literature review

Catherine Decouttere et al.

Summary: Immunization plays a crucial role in health and sustainable development, impacting multiple SDGs. However, challenges in sub-Saharan Africa persist, exacerbated by the current Covid19 pandemic.

GLOBALIZATION AND HEALTH (2021)

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Review Psychology, Multidisciplinary

A critical review of emerging technologies for tackling COVID-19 pandemic

Elliot Mbunge et al.

Summary: Researches into developing vaccines and traditional methods of Medicine and Biology have been applied in diagnosis and treatment of COVID-19, but there are no approved treatments and vaccines yet. Emerging technologies like geospatial technology, artificial intelligence, big data, and telemedicine play a crucial role in detecting, monitoring, and diagnosing COVID-19, but face challenges such as unstable performance and issues with data consistency and privacy. Further research is necessary to strengthen current technologies and develop a robust computationally intelligent model for early differential diagnosis of COVID-19.

HUMAN BEHAVIOR AND EMERGING TECHNOLOGIES (2021)

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Article Computer Science, Information Systems

Blockchain-Based Solution for Distribution and Delivery of COVID-19 Vaccines

Ahmad Musamih et al.

Summary: The distribution and delivery of COVID-19 vaccines face challenges due to existing systems lacking transparency and adequate security measures, limiting the safe and secure vaccine distribution process. A proposed Ethereum blockchain-based solution utilizes smart contracts to automate vaccine tracing, ensuring transparency, security, and accountability. The solution is cost-effective and the smart contracts are secure against potential attacks and vulnerabilities.

IEEE ACCESS (2021)

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Article Computer Science, Information Systems

Design and Implementation of CryptoCargo: A Blockchain-Powered Smart Shipping Container for Vaccine Distribution

Omar Alkhoori et al.

Summary: The paper introduces a blockchain-powered smart container system (CryptoCargo) that monitors shipment conditions and detects violations, improving security and trust in a trustless environment. The system design and implementation details are presented, along with thorough evaluation to validate function and assess performance efficiency. Smart contract code is made publicly available on Github.

IEEE ACCESS (2021)

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Article Computer Science, Information Systems

Automating Procurement Contracts in the Healthcare Supply Chain Using Blockchain Smart Contracts

Ilhaam A. Omar et al.

Summary: Efficiently managing the healthcare supply chain process is crucial for healthcare providers, but the current Group Purchasing Organizations (GPOs) contract process lacks efficiency. The proposed solution integrates blockchain technology and decentralized storage to promote transparency, streamline communication, minimize procurement time, and avoid pricing discrepancies and inaccuracies.

IEEE ACCESS (2021)

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Article Business

An intelligent framework using disruptive technologies for COVID-19 analysis

Mohamed Abdel-Basset et al.

Summary: This paper introduces a framework utilizing disruptive technologies for COVID-19 analysis, aiming to control the spread of the pandemic, ensure the safety of healthcare teams, and maintain patients' well-being, providing guidance for governments to mitigate the impact of COVID-19.

TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE (2021)

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Article Business

Convergence innovation in the digital age and in the COVID-19 pandemic crisis

Sang M. Lee et al.

Summary: Sustainable innovation, particularly in the face of the current COVID-19 crisis, is crucial for organizational survival and success. This paper introduces convergence innovation (CI) as a new sustainable core competence, driven by the exponential fusion effect of various factors, with a focus on value creation for stakeholders and the greater good.

JOURNAL OF BUSINESS RESEARCH (2021)

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Article Public, Environmental & Occupational Health

COVID-19 vaccines and treatments nationalism: Challenges for low-income countries and the attainment of the SDGs

Godwell Nhamo et al.

Summary: The COVID-19 pandemic has exacerbated nationalism in vaccine and treatment procurement, threatening global solidarity. Wealthier countries have secured large quantities of vaccines and treatments in advance, posing significant challenges for low-income countries.

GLOBAL PUBLIC HEALTH (2021)

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Article Management

Supply chain sustainability: learning from the COVID-19 pandemic

Joseph Sarkis

Summary: This paper explores the impact of COVID-19 on supply chain sustainability, finding short-term environmental sustainability benefits but uncertain long-term effects that require further research. It emphasizes the need for joint investigation of sustainability and resilience, and suggests adjustments to current theories or development of new ones.

INTERNATIONAL JOURNAL OF OPERATIONS & PRODUCTION MANAGEMENT (2021)

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Review Psychology, Multidisciplinary

Digital technology use during COVID-19 pandemic: A rapid review

Deedra Vargo et al.

Summary: The review synthesizes an extensive literature on the use of digital technologies during the COVID-19 pandemic, exploring specific technologies, user populations, activities, and effects. Analysis of numerous empirical articles reveals the various forms and impacts of utilizing digital technologies during the pandemic.

HUMAN BEHAVIOR AND EMERGING TECHNOLOGIES (2021)

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Article Business

Digital transformation in healthcare: Analyzing the current state-of-research

Sascha Kraus et al.

Summary: The research identifies key clusters in the digital transformation of healthcare including operational efficiency by healthcare providers, patient-centered approaches, organizational factors and managerial implications, workforce practices, and socio-economic aspects. These clusters are interconnected to demonstrate how technology implementation can lead to operational efficiencies for service providers. Various future research directions and management implications are proposed for further exploration.

JOURNAL OF BUSINESS RESEARCH (2021)

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Review Management

Vaccine distribution chains in low- and middle-income countries: A literature review

Kim De Boeck et al.

OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE (2020)

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Article Management

Cold chain transportation decision in the vaccine supply chain

Qi Lin et al.

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH (2020)

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Article Engineering, Industrial

Ripple effect quantification by supplier risk exposure assessment

Aseem Kinra et al.

INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH (2020)

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Article Physics, Multidisciplinary

A Blockchain-Driven Supply Chain Finance Application for Auto Retail Industry

Jingjing Chen et al.

ENTROPY (2020)

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Review Engineering, Industrial

Disruption risks in supply chain management: a literature review based on bibliometric analysis

Song Xu et al.

INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH (2020)

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Article Agricultural Economics & Policy

Food supply chains during the COVID-19 pandemic

Jill E. Hobbs

CANADIAN JOURNAL OF AGRICULTURAL ECONOMICS-REVUE CANADIENNE D AGROECONOMIE (2020)

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Review Computer Science, Artificial Intelligence

A systematic review of the research trends of machine learning in supply chain management

Du Ni et al.

INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS (2020)

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Article Economics

Predicting the impacts of epidemic outbreaks on global supply chains: A simulation-based analysis on the coronavirus outbreak (COVID-19/SARS-CoV-2) case

Dmitry Ivanov

TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW (2020)

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Editorial Material Biochemistry & Molecular Biology

Digital technology and COVID-19

Daniel Shu Wei Ting et al.

NATURE MEDICINE (2020)

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Review Computer Science, Hardware & Architecture

Some Simple Economics of the Blockchain

Christian Catalini et al.

COMMUNICATIONS OF THE ACM (2020)

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Review Public, Environmental & Occupational Health

Barriers to childhood immunization in sub-Saharan Africa: A systematic review

Joseph Benjamin Bangura et al.

BMC PUBLIC HEALTH (2020)

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Article Psychology, Biological

Global supply-chain effects of COVID-19 control measures

Dabo Guan et al.

NATURE HUMAN BEHAVIOUR (2020)

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Article Mathematics, Interdisciplinary Applications

Modeling and forecasting the COVID-19 pandemic in India

Kankan Sarkar et al.

CHAOS SOLITONS & FRACTALS (2020)

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Review Biochemistry & Molecular Biology

Digital technologies in the public-health response to COVID-19

Jobie Budd et al.

NATURE MEDICINE (2020)

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Article Chemistry, Analytical

Internet of Things Based Blockchain for Temperature Monitoring and Counterfeit Pharmaceutical Prevention

Rajani Singh et al.

SENSORS (2020)

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Article Biotechnology & Applied Microbiology

The use of the health belief model to assess predictors of intent to receive the COVID-19 vaccine and willingness to pay

Li Ping Wong et al.

HUMAN VACCINES & IMMUNOTHERAPEUTICS (2020)

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Article Operations Research & Management Science

OR-methods for coping with the ripple effect in supply chains during COVID-19 pandemic: Managerial insights and research implications

Dmitry Ivanov et al.

INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS (2020)

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Article Immunology

The role of manufacturers in the implementation of global traceability standards in the supply chain to combat vaccine counterfeiting and enhance safety monitoring

Stephen Jarrett et al.

VACCINE (2020)

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Article Business

Who will be your next customer: A machine learning approach to customer return visits in airline services

Syjung Hwang et al.

JOURNAL OF BUSINESS RESEARCH (2020)

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Review Multidisciplinary Sciences

Blockchain for COVID-19: Review, Opportunities, and a Trusted Tracking System

Dounia Marbouh et al.

ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING (2020)

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Article Management

Research opportunities for a more resilient post-COVID-19 supply chain - closing the gap between research findings and industry practice

Remko van Hoek

INTERNATIONAL JOURNAL OF OPERATIONS & PRODUCTION MANAGEMENT (2020)

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Article Engineering, Industrial

The impact of RFID, IIoT, and Blockchain technologies on supply chain transparency

Pamela J. Zelbst et al.

JOURNAL OF MANUFACTURING TECHNOLOGY MANAGEMENT (2020)

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Article Information Science & Library Science

An intelligent blockchain-based system for safe vaccine supply and supervision

Binbin Yong et al.

INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT (2020)

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Article Computer Science, Information Systems

Machine Learning Adoption in Blockchain-Based Smart Applications: The Challenges, and a Way Forward

Sudeep Tanwar et al.

IEEE ACCESS (2020)

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Article Business

Covid-19's impact on supply chain decisions: Strategic insights from NASDAQ 100 firms using Twitter data

Amalesh Sharma et al.

JOURNAL OF BUSINESS RESEARCH (2020)

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Article Medical Informatics

Applications of digital technology in COVID-19 pandemic planning and response

Sera Whitelaw et al.

LANCET DIGITAL HEALTH (2020)

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Review Computer Science, Information Systems

A Comprehensive Review of the COVID-19 Pandemic and the Role of IoT, Drones, AI, Blockchain, and 5G in Managing its Impact

Vinay Chamola et al.

IEEE ACCESS (2020)

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Article Cell Biology

Vaccines and global health: In search of a sustainable model for vaccine development and delivery

Rino Rappuoli et al.

SCIENCE TRANSLATIONAL MEDICINE (2019)

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Article Computer Science, Information Systems

Blockchain Inspired RFID-Based Information Architecture for Food Supply Chain

Saikat Mondal et al.

IEEE INTERNET OF THINGS JOURNAL (2019)

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Article Computer Science, Interdisciplinary Applications

Smart contract-based approach for efficient shipment management

Haya Hasan et al.

COMPUTERS & INDUSTRIAL ENGINEERING (2019)

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Review Computer Science, Interdisciplinary Applications

A review of Internet of Things (IoT) embedded sustainable supply chain for industry 4.0 requirements

E. Manavalan et al.

COMPUTERS & INDUSTRIAL ENGINEERING (2019)

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Article Engineering, Industrial

Blockchain technology and its relationships to sustainable supply chain management

Sara Saberi et al.

INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH (2019)

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Article Computer Science, Theory & Methods

Predicting supply chain risks using machine learning: The trade-off between performance and interpretability

George Baryannis et al.

FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE (2019)

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Article Business

Blockchain technology for enhancing Check for updates supply chain resilience

Hokey Min

BUSINESS HORIZONS (2019)

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Article Business

Predicting the consumer's purchase intention of durable goods: An attribute-level analysis

Sujoy Bag et al.

JOURNAL OF BUSINESS RESEARCH (2019)

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Article Computer Science, Information Systems

Leveraging the Internet of Things and Blockchain Technology in Supply Chain Management

Abderahman Rejeb et al.

FUTURE INTERNET (2019)

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Review Immunology

A fuzzy MICMAC analysis for improving supply chain performance of basic vaccines in developing countries

Dheeraj Chandra et al.

EXPERT REVIEW OF VACCINES (2018)

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Review Management

Literature review: The vaccine supply chain

Lotty Evertje Duijzer et al.

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH (2018)

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Article Computer Science, Theory & Methods

被撤回的出版物: Internet of Things (IoT) and its impact on supply chain: A framework for building smart, secure and efficient systems (Retracted article. See vol. 128, pg. 568, 2022)

Mohamed Abdel-Basset et al.

FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE (2018)

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Article Economics

Greening versus resilience: A supply chain design perspective

Behnam Fahimnia et al.

TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW (2018)

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Proceedings Paper Computer Science, Artificial Intelligence

An Innovative IPFS-Based. Storage Model for Blockchain

Qiuhong Zheng et al.

2018 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE (WI 2018) (2018)

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Article Management

The Supply Chain Has No Clothes: Technology Adoption of Blockchain for Supply Chain Transparency

Kristoffer Francisco et al.

LOGISTICS-BASEL (2018)

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Proceedings Paper Computer Science, Information Systems

Using Blockchains to Strengthen the Security of Internet of Things

Charalampos S. Kouzinopoulos et al.

SECURITY IN COMPUTER AND INFORMATION SCIENCES, EURO-CYBERSEC 2018 (2018)

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Article Telecommunications

A blockchain future for internet of things security: a position paper

Mandrita Banerjee et al.

DIGITAL COMMUNICATIONS AND NETWORKS (2018)

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Article Computer Science, Interdisciplinary Applications

IoT-based tracking and tracing platform for prepackaged food supply chain

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