Risk Propagation in Healthcare Supply Chain using Fuzzy-ANP and Bayesian Inference

Fahim Afzal, Sheikh Usman Yousaf, Bushra Usman, Farman Afzal, Amir Ikram
{"title":"Risk Propagation in Healthcare Supply Chain using Fuzzy-ANP and Bayesian Inference","authors":"Fahim Afzal, Sheikh Usman Yousaf, Bushra Usman, Farman Afzal, Amir Ikram","doi":"10.54692/ajss.2021.05011457","DOIUrl":null,"url":null,"abstract":"Since the beginning of 2020, healthcare industry has been under constant pressure to maintain and provide best health related services to the public. Therefore, this study attempts to evaluate and measure the critical supply chain risks in the healthcare industry that troubled the flow of supply chain. For that purpose, a comprehensive list of critical risk factors has been developed that impact on the healthcare supply chain. Fuzzy analytical network processing gives a comprehensive list of risks probability based on experts’ judgment. Hereafter, Bayesian inference helps out to analyze the multi-echelon network with different risk bearing attitudes (i.e., pessimistic, most likely, optimistic) of healthcare professionals’ simultaneous propagation. The findings of risk prorogation help the professionals to evaluate the critical supply chain risks persists during covid-19 pandemic. Further, a proposed risk modeling gives an opportunity to achieve supply chain goals in terms of cost reduction, quality, and availability of equipment and drugs.","PeriodicalId":7068,"journal":{"name":"Academic Journal of Social Sciences (AJSS )","volume":"17 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2021-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Academic Journal of Social Sciences (AJSS )","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.54692/ajss.2021.05011457","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Since the beginning of 2020, healthcare industry has been under constant pressure to maintain and provide best health related services to the public. Therefore, this study attempts to evaluate and measure the critical supply chain risks in the healthcare industry that troubled the flow of supply chain. For that purpose, a comprehensive list of critical risk factors has been developed that impact on the healthcare supply chain. Fuzzy analytical network processing gives a comprehensive list of risks probability based on experts’ judgment. Hereafter, Bayesian inference helps out to analyze the multi-echelon network with different risk bearing attitudes (i.e., pessimistic, most likely, optimistic) of healthcare professionals’ simultaneous propagation. The findings of risk prorogation help the professionals to evaluate the critical supply chain risks persists during covid-19 pandemic. Further, a proposed risk modeling gives an opportunity to achieve supply chain goals in terms of cost reduction, quality, and availability of equipment and drugs.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于模糊anp和贝叶斯推理的医疗供应链风险传播
自2020年初以来,医疗保健行业一直面临着保持和向公众提供最佳健康相关服务的压力。因此,本研究试图评估和衡量医疗保健行业中困扰供应链流程的关键供应链风险。为此,制定了一份影响医疗保健供应链的关键风险因素的综合清单。模糊分析网络处理在专家判断的基础上给出了综合的风险概率列表。接下来,贝叶斯推理有助于分析医护人员同时传播的不同风险承担态度(即悲观、最有可能、乐观)的多层网络。风险延长的研究结果有助于专业人员评估2019冠状病毒病大流行期间持续存在的关键供应链风险。此外,建议的风险建模提供了在降低成本、质量以及设备和药品的可用性方面实现供应链目标的机会。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Sino-US Contestation and Its Implications for South Asia Understanding the Impact of Service Convenience on Customer Satisfaction in Home Delivery: Evidence from Karachi Threats to Various Components of Human Security Cause Brain Drain in Pakistan Examining The Mediating Role of Workplace Incivility Between Emotional Intelligence and Organizational Commitment Water Scarcity in Gwadar: Challenges and Way Forward
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1