Your browser doesn't support javascript.
Show: 20 | 50 | 100
Results 1 - 20 de 2.275
Filter
Add filters

Document Type
Year range
1.
Perspectives in Education ; 41(1):88-102, 2023.
Article in English | ProQuest Central | ID: covidwho-20245469

ABSTRACT

This study sought to investigate the impact of COVID-19-induced flexible work arrangements (FWAs) on gender differences in research outputs during COVID-19. A mixed research methodology was used, focusing on higher learning institutions in Zimbabwe. Purposive sampling was applied to select 250 researchers from the 21 registered universities in Zimbabwe. The study's findings revealed that institutions of higher learning in Zimbabwe did not provide the necessary affordances to enable both male and female academics to work from home effectively. The study also established that FWAs were preferred and appreciated by both male and female academics. However, whilst both male and female academics performed their teaching responsibilities without incident, unlike males, females struggled to find time for research, thus affecting professional growth and development negatively for female academics. Cultural traditions were found to subordinate females to domestic and caregiving responsibilities unrelated to their professions. The findings raise questions on the feasibility of the much-recommended FWAs for future work on female academics' research careers. Thus, without the necessary systems and processes to support female researchers, FWAs can only widen the gender gap in research outputs. This study contributes to the Zimbabwean higher learning institutions' perspective on how FWAs' policies and practices could be re-configured to assist female researchers in enhancing their research outputs as well as their career growth.

2.
Value in Health ; 26(6 Supplement):S258, 2023.
Article in English | EMBASE | ID: covidwho-20245374

ABSTRACT

Objectives: Opioids play a significant role in the effective management of cancer-related pain. The COVID-19 lock down may have reduced access to opioids and caused a decline in the use of prescription of opioids among cancer survivors. This study compared opioid prescription rates among cancer survivors before and after the onset of COVID-19 pandemic using real-world electronic health records (EHR). Method(s): Cohort analyses of cancer patients using data from EHR database from the TriNetX, a global federated health research network across 76 healthcare organizations. We analyzed changes in prescription opioid use before (March 1, 2018, through March 1, 2019) and after onset of COVID-19 (April 01, 2020, through March 2021) among cancer survivors. The key outcome variable was any opioid prescription within 1 year of cancer diagnosis. One-to-one propensity score matching was used to balance the characteristics (age, sex, race, diagnoses including diabetes, hypertensive diseases, overweight, mood disorders, and visual disturbances) of the two cohorts. Data were analyzed using the TriNetX platform. Result(s): There were 1,502,143 cancer survivors before COVID-19 and 1,412,599 cancer survivors after the onset of COVID-19. The one-to-one propensity-score match yielded 1,382,561 cancer patients, mean age 64 at cancer diagnosis, and 73% were white. Percentage of opioid use among cancer patients declined from 35.6% before the COVID-19 to 35.1% after the onset of the pandemic (OR=0.976, 95% CI 0.971-0.981). Average number of opioid prescriptions within 1 year of cancer diagnosis declined from 5.7 before to 5.3 after the COVID-19 onset (p<0.001). Conclusion(s): Among cancer survivors, a small decline in prescription opioid use was observed after the onset of COVID-19 pandemic. Future studies are needed to distinguish the impact of revised guidelines, opioid prescription policy changes, and COVID-19 lock down on lower rates of prescription opioid use among cancer survivors.Copyright © 2023

3.
Academic Journal of Naval Medical University ; 43(11):1234-1239, 2022.
Article in Chinese | EMBASE | ID: covidwho-20245300

ABSTRACT

The coronavirus disease 2019 (COVID-19) has become a global pandemic. It is urgent to find treatments to control the infection and improve symptoms. Homologous modeling and clinical analyses suggest that histamine receptor antagonists have broad prospects in the treatment of COVID-19. This article introduces the research progress of histamine H1 receptor antagonist combined with azithromycin, histamine H2 receptor antagonist famotidine alone or combined with aspirin, and histamine H1 and H2 receptor antagonists used in combination in the treatment of COVID-19. Finally, the possible mechanism of histamine receptor antagonists in the treatment of COVID-19 was introduced and the application prospect of histamine receptor antagonists in the treatment of COVID-19 was analyzed.Copyright © 2022, Second Military Medical University Press. All rights reserved.

4.
International Journal of Contemporary Hospitality Management ; 35(7):2496-2526, 2023.
Article in English | ProQuest Central | ID: covidwho-20245285

ABSTRACT

PurposeThis study aims to propose a systematic knowledge management model to explore the causal links leading to the organizational crisis preparedness (OCP) level of integrated resorts (IRs) during the COVID-19 pandemic based on the intangible capital of organizational climate, dynamic capability, substantive capability and commitment.Design/methodology/approachThe authors use data obtained from IRs in Macau. The Wuli–Shili–Renli (WSR) approach underpins the study. Structural equation modeling following fuzzy-set qualitative comparative analysis (fsQCA) was used for data processing.FindingsThe results showed that organizational climate has an essential role in IRs preparedness for crises and affects their dynamic capacity, substantive capacity and commitment. The fsQCA results revealed that the relationships between conditions with a higher level of dynamic and substantive capability lead to higher OCP scores.Practical implicationsExecutives should develop systemic thinking regarding organization preparedness in IRs for crisis management. A comprehensive understanding of the IRs' business environment and crises is necessary, as they will require different factor constellations to allow the organization to perform well in a crisis. Financial support for employees could ensure their assistance when dealing with such situations. Rapid response teams should be set up for daily operations and marketing implementation of each level of the IRs management systems.Originality/valueThis study contributes to the extant literature on IRs crisis management in the OCP aspect. The authors constructed a systematic composite picture of organization executives' knowledge management through the three layers of intangible capitals in WSR. Moreover, the authors explored causal links of WSR from symmetric and asymmetric perspectives.

5.
Sustainability ; 15(11):9031, 2023.
Article in English | ProQuest Central | ID: covidwho-20245074

ABSTRACT

The multi-generational workforce presents challenges for organizations, as the needs and expectations of employees vary greatly between different age groups. To address this, organizations need to adapt their development and learning principles to better suit the changing workforce. The DDMT Teaching Model of Tsing Hua STEAM School, which integrates design thinking methodology, aims to address this challenge. DDMT stands for Discover, Define, Model & Modeling, and Transfer. The main aim of this study is to identify the organization development practices (OD) and gaps through interdisciplinary models such as DDMT and design thinking. In collaboration with a healthcare nursing home service provider, a proof of concept using the DDMT-DT model was conducted to understand the challenges in employment and retention of support employees between nursing homes under the healthcare organization. The paper highlights the rapid change in human experiences and mindsets in the work culture and the need for a design curriculum that is more relevant to the current and future workforce. The DDMT-DT approach can help organizations address these challenges by providing a framework for HR personnel to design training curricula that are more effective in addressing the issues of hiring and employee retention. By applying the DDMT-DT model, HR personnel can better understand the needs and motivations of the workforce and design training programs that are more relevant to their needs. The proof-of-concept research pilot project conducted with the healthcare nursing home service provider demonstrated the effectiveness of the DDMT-DT model in addressing the issues of hiring and employee retention. The project provides a valuable case study for other organizations looking to implement the DDMT-DT model in their HR practices. Overall, the paper highlights the importance of adapting HR practices to better suit the changing workforce. The DDMT-DT model provides a useful framework for organizations looking to improve their HR practices and better address the needs of their workforce.

6.
Sustainability ; 15(11):8655, 2023.
Article in English | ProQuest Central | ID: covidwho-20244953

ABSTRACT

Education plays a critical role in promoting preventive behaviours against the spread of pandemics. In Japan, handwashing education in primary schools was positively correlated with preventive behaviours against COVID-19 transmission for adults in 2020, during the early stages of COVID-19. The following year, the Tokyo Olympics were held in Japan, and a state of emergency was declared several times. Public perceptions of and risks associated with the pandemic changed drastically with the emergence of COVID-19 vaccines. We re-examined whether the effect of handwashing education on preventive behaviours persisted by covering a longer period of the COVID-19 pandemic than previous studies. A total of 26 surveys were conducted nearly once a month for 30 months from March 2020 (the early stage of COVID-19) to September 2022 in Japan. By corresponding with the same individuals across surveys, we comprehensively gathered data on preventive behaviours during this period. In addition, we asked about the handwashing education they had received in their primary school. We used the data to investigate how and to what degree school education is associated with pandemic-mitigating preventive behaviours. We found that handwashing education in primary school is positively associated with behaviours such as handwashing and mask wearing as a COVID-19 preventive measure but not related to staying at home. We observed a statistically significant difference in handwashing between adults who received childhood handwashing education and those who did not. This difference persisted throughout the study period. In comparison, the difference in mask wearing between the two groups was smaller but still statistically significant. Furthermore, there was no difference in staying at home between them. Childhood hygiene education has resulted in individuals engaging in handwashing and mask wearing to cope with COVID-19. Individuals can form sustainable development-related habits through childhood education.

7.
Management Research Review ; 46(7):1016-1042, 2023.
Article in English | ProQuest Central | ID: covidwho-20244942

ABSTRACT

PurposeThis study aims to investigate the impact of environmental scanning on organizational resilience through the mediation of organizational learning and innovation based on organizational information processing theory (OIPT) within Egyptian small and medium enterprises (SMEs) during the COVID-19 pandemic.Design/methodology/approachThis study adopted a cross-sectional design to collect the data used to carry out mediation analysis. A self-administered questionnaire was used to collect data from a sample consisting of 249 Egyptian SMEs. The smart partial least square structural equation modeling (PLS-SEM) technique was adopted to test the hypotheses.FindingsEnvironmental scanning does not have a direct effect on organizational resilience. However, organizational learning and innovation fully mediate the relationship between environmental scanning and organizational resilience.Research limitations/implicationsThe sample size was small, covering only Egyptian manufacturing SMEs. The results may differ in the service sector and other countries. The study was cross-sectional which is limited to tracing the long-term effects of environmental scanning, organizational learning and innovation on organizational resilience. Accordingly, a longitudinal study may be undertaken.Practical implicationsManagers in Egyptian SMEs should use signals from environmental scanning activities as input for learning and transforming business processes through innovation to develop organizational resilience.Originality/valueThis study is the first to investigate the role of environmental scanning in building organizational resilience through organizational learning and innovation based on the perspective of OIPT within Egyptian SMEs during the COVID-19 crisis.

8.
Applied Clinical Trials ; 31(6):22-25, 2022.
Article in English | ProQuest Central | ID: covidwho-20244830

ABSTRACT

In the arena of clinical research, gender equity accelerates research excellence: we need multiple perspectives and all the brain power we can muster to maximize research productivity and quality. [...]women physician investigators enhance enrollment of women as participants in clinical trials, which is crucial to our ability to generalize from the data and to maintain the health of women. Women are underrepresented among academic grand rounds speakers,14 speakers at medical conferences15, and award recipients from medical specialty societies.16 Time pressure is especially intense on young women faculty. Besides spending more time on domestic chores, they spend more time at work on teaching, service, and mentoring. Female primary care physicians spend more time with patients.22 Elderly hospitalized patients treated by female internists experience lower mortality and readmission rates.23 Patients undergoing coronary artery bypass grafting had shorter hospital length of stay when treated by an all-female physician team as compared with an all-male team.24 Female patients treated by male physicians following acute myocardial infarction have higher mortality than those treated by female physicians.25 Sex discordance between patient and surgeon is associated with increased likelihood of adverse postoperative outcomes-and that observation that is driven by worse outcomes for female patients treated by male physicians.26 Clinical trials play a fundamental role in bringing new medications and interventions to our patients, yet women have often been excluded from participation. Among 60 randomized controlled trials (RCTs) of lipidlowering therapies reported between 1990 and 2018, there was a modest increase in enrollment of women over time, but women remain underrepresented compared with the relative burden of disease.30 In another study of 317 RCTs of heart failure with reduced ejection fraction published in highimpact journals over the past 20 years, only 25% of participants overall were female, and females were under-enrolled in 72% of these trials.

9.
British Food Journal ; 125(7):2350-2367, 2023.
Article in English | ProQuest Central | ID: covidwho-20244754

ABSTRACT

PurposeThe purpose of this paper was to determine the profile of dairy product consumers in the organic market.Design/methodology/approachThe study was based on a survey questionnaire developed by the author and administered to a total of 1,108 respondents. The statistical analysis (including descriptive statistics, the analysis of the discriminative function and the Chi2 test was performed with the use of Statistica 13.1 PL. The respondents' gender was the factor behind the differences in how they behaved.FindingsThe consumers indicated the channels they rely upon to find information on organic dairy products;in addition to trusting the opinions of their family members and experts, they also use web platforms. Further, they specified their preferred locations for buying favorite products during the pandemic: specialized organic food shops, large distribution chains and online stores.Practical implicationsThese outcomes will help in identifying target consumer segments and information channels for specific information and advertising messages. They also form an important resource for developing some potential strategies which the supply chain stakeholders could implement to promote organic consumption of dairy products.Originality/valueThis study identifies consumers' preferred dairy products;motives for purchasing organic dairy products;barriers that consumers believe exist in the market;sources of knowledge about products purchased by consumers;and consumers' preferred channels for purchasing organic dairy products. To the best of the author's knowledge, this is the first study of dairy product consumers in the organic market in Poland.

10.
Journal of Information Ethics ; 32(1):27-41, 2023.
Article in English | ProQuest Central | ID: covidwho-20244724

ABSTRACT

The limited participation of African Americans in clinical trials has been a topic of discussion among medical and scientific researchers for some time. With the testing of coronavirus vaccines, this discussion has continued, particularly given the disproportionate impact of the virus on members of the African American community. With the public health goal of achieving widespread or "herd" immunity, the concept of "vaccine hesitancy" has also been addressed with regard to the population in general, and in relation to the African American community, among others. Vaccine hesitancy has been reported among groups from healthcare workers to rural residents to the poor. As is the case with all segments of society, African Americans are not monolithic. However, there are aspects of the issue of vaccine hesitancy which are unique and specific to the African American community in the U.S. In particular, the nature of the information about the coronavirus itself and about the vaccine, and importantly, the increasing availability of the information about the Tuskegee experiment, Henrietta Lacks, and other cases, along with the prevalence of misinformation and disinformation on aspects of science, such as that involving vaccines, are relevant to understanding the nature of vaccine hesitancy among African Americans.

11.
Journal of Statistics and Data Science Education ; 30(2):165-178, 2022.
Article in English | ProQuest Central | ID: covidwho-20244594

ABSTRACT

Statistical literacy is key in this heavily polarized information age for an informed and critical citizenry to make sense of arguments in the media and society. The responsibility of developing statistical literacy is often left to the K-12 mathematics curriculum. In this article, we discuss our investigation of K-8 students' current opportunities to learn statistics created by state mathematics standards. We analyze the standards for alignment to the Guidelines for the Assessment and Instruction in Statistics Education (GAISE II) PreK-12 report and summarize the conceptual themes that emerged. We found that while states provide K-8 students opportunities to analyze and interpret data, they do not offer many opportunities for students to engage in formulating questions and collecting/considering data. We discuss the implications of the findings for policy makers and researchers and provide recommendations for policy makers and standards writers.

12.
Applied Clinical Trials ; 30(5):6, 2021.
Article in English | ProQuest Central | ID: covidwho-20244566

ABSTRACT

To better prepare for the next pandemic, the White House seeks a significant increase in discretionary funding for the Centers for Disease Control and Prevention (CDC), proposing a $1.6 billion increase to an $8.7 billion budget able to modernize data collection and boost support for local health departments. ARPA-H initially would focus on cancer, diabetes and Alzheimer's disease and is modeled after the military's Defense Advanced Research Projects Agency (DARPA), with project funding decisions made by program managers, as opposed to the peer-review process of NIH research institutes. In addition to funding genomic sequencing capacity on the state and federal level, the new program would build a National Bioinformatics Infrastructure throughout the public health system.

13.
Applied Clinical Trials ; 29(10):8, 2020.
Article in English | ProQuest Central | ID: covidwho-20244563

ABSTRACT

In spelling out the data expected for such authorization, agency officials emphasized the importance of fully vetting the safety and efficacy of any new coronovirus vaccine through a highly transparent process to boost public confidence in the ability of vaccines to save lives. Countering vaccine hesitancy Through the debate, officials in the Center for Biologics Evaluation and Research (CBER) emphasized that the EUA safety data requirement was already well known to vaccine manufacturers and that one aim was to assure manufacturers that FDA would hold all vaccine development programs to the same standards. Center for Biologics Evaluation and Research (CBER) Director Peter Marks further emphasized that the guidance sought to reassure the public that granting an EUA would not be a rushed decision on vaccine safety and efficacy to meet political goals, and that a vaccine EUA would require more data than for the more usual emergency authorizations for therapeutics and other medical products.

14.
Applied Clinical Trials ; 29(11):4, 2020.
Article in English | ProQuest Central | ID: covidwho-20244560

ABSTRACT

The much-anticipated meeting of FDA's Vaccines and Related Biological Products Advisory Committee (VRBPAC) last month addressed a number of critical issues related to testing and approval of vaccines to prevent COVID-19 infection, including policies and data requirements for determining that a pandemic vaccine can be considered safe and effective, particularly when based on more limited, early clinical trial data. While studies sponsored by AstraZeneca and Johnson & Johnson's Janssen unit resumed soon after the meeting, the study pauses were described by researchers as a sign that clinical trial safety systems were working as intended, as the analysts determined the adverse events were unrelated to the test vaccine candidates. The aim is to gain further information on vaccine efficacy and side effects, including rare adverse events and fuller comparisons among patient groups with differences in age, sex, comorbidities, and ethnic characteristics.

15.
Applied Clinical Trials ; 29(5):8, 2020.
Article in English | ProQuest Central | ID: covidwho-20244556

ABSTRACT

[...]CURES' BILL PROMOTES PANDEMIC PREPAREDNESS Congressional leaders are developing the next version of the 21st Century Cures Act, including provisions to advance research related to the COVID-19 crisis as part of initiatives for bringing innovative therapies to market faster (see https://bit.ly/2SKfA4S). Cures 2.0 continues and updates some of the main themes of the first Cures Act: support development of treatments for rare diseases, patient-focused drug development, diversity in clinical trials, expanded use of digital health systems, increased health literacy, and utilization of real-world data. A public education campaign, moreover, would aim to counter concerns about the safety of vaccines to promote widespread vaccination. Because these treatments are costly and unprofitable for biopharma companies to test and market, the legislation proposes additional financial support for both pre-market studies and post-market production and subsidized higher reimbursement rates for antibiotics that address critical needs.

16.
Asia Pacific Journal of Marketing and Logistics ; 35(6):1513-1531, 2023.
Article in English | ProQuest Central | ID: covidwho-20244444

ABSTRACT

PurposeCOVID-19 and its measures such as physical distancing have shifted consumer payment behaviors toward cashless payment. Physical distancing is likely to remain a norm for some time to come and will be relevant in any future pandemics. This study aims to examine the impact of consumers' perceived value of cashless payment on their use intention in the physical distancing context, with the mediating role of psychological safety and the moderating role of trust propensity.Design/methodology/approachThis study used a survey method to obtain data from 690 consumers in an Asian emerging market, i.e. Vietnam. The data were analyzed using different statistical methods, including structural equation modeling.FindingsResults show that perceived value of cashless payment positively affects use intention, and this effect is mediated by psychological safety. Furthermore, trust propensity has a positive moderating effect on the link between perceived value and psychological safety.Practical implicationsThis study's findings provide implications for retailers and other stakeholders in implementing and promoting cashless payment systems, especially in the physical distancing context.Originality/valueThis study is among the first attempt to explain the relationships between consumers' perceptions, feelings of psychological safety and use intention toward cashless payment in the physical distancing context. The study's findings may also be relevant to any future pandemics.

17.
Sustainability ; 15(11):8786, 2023.
Article in English | ProQuest Central | ID: covidwho-20243992

ABSTRACT

In December 2019, a novel coronavirus broke out in Wuhan City, Hubei Province, and, as the center of the coronavirus disease 2019 (COVID-19) epidemic, the economy and production throughout Hubei Province suffered huge temporary impacts. Based on the input–output and industrial pollution emissions data of 33 industrial industries in Hubei from 2010 to 2019, this article uses the non-parametric frontier analysis method to calculate the potential production losses and compliance costs caused by environmental regulations in Hubei's industrial sector by year and industry. Research has found that the environmental technology efficiency of the industrial sector in Hubei is showing a trend of increasing year-on-year, but the overall efficiency level is still not high, and there is great room for improvement. The calculation results with and without environmental regulatory constraints indicate that, generally, production losses and compliance costs may be encountered in the industrial sector in Hubei, and there are significant differences by industry. The potential production losses and compliance costs in pollution-intensive industries are higher than those in clean production industries. On this basis, we propose relevant policy recommendations to improve the technological efficiency of Hubei's industrial environment, in order to promote the high-quality development of Hubei's industry in the post-epidemic era.

18.
Journal of Modelling in Management ; 18(4):1204-1227, 2023.
Article in English | ProQuest Central | ID: covidwho-20243948

ABSTRACT

PurposeThe COVID-19 pandemic has impacted 222 countries across the globe, with millions of people losing their lives. The threat from the virus may be assessed from the fact that most countries across the world have been forced to order partial or complete shutdown of their economies for a period of time to contain the spread of the virus. The fallout of this action manifested in loss of livelihood, migration of the labor force and severe impact on mental health due to the long duration of confinement to homes or residences.Design/methodology/approachThe current study identifies the focus areas of the research conducted on the COVID-19 pandemic. s of papers on the subject were collated from the SCOPUS database for the period December 2019 to June 2020. The collected sample data (after preprocessing) was analyzed using Topic Modeling with Latent Dirichlet Allocation.FindingsBased on the research papers published within the mentioned timeframe, the study identifies the 10 most prominent topics that formed the area of interest for the COVID-19 pandemic research.Originality/valueWhile similar studies exist, no other work has used topic modeling to comprehensively analyze the COVID-19 literature by considering diverse fields and domains.

19.
International Journal of Tourism Cities ; 9(2):325-347, 2023.
Article in English | ProQuest Central | ID: covidwho-20243914

ABSTRACT

PurposeFood festivals are prevalent for those passionate about food experience globally. More importantly, feedback from food reviewers on mass media platforms has been becoming a critical factor in facilitating the decision-making process of tourists in particular cities. Moreover, stimulating local tourism activities, thanks to food festivals, prove advantageous to the well-being of local habitants. The purpose of this paper is to provide readers with a general overview of food festival research trends in tourist cities, as tourism has the potential to contribute to targets in Goals 8, 12 and 14 on sustainable consumption and production and the sustainable use of resources, respectively, (UNWTO: World Tourism Organization).Design/methodology/approachThis study searched and filtered documents from the Scopus and Web of Science databases, as well as used bibliometric analysis and other mathematical and statistical methods, to better understand the food festival research context between 1970 and 2021. The carriers with mathematical and statistical methods. VOSviewer algorithm was used to identify critical input for visualizing bibliometric networks and to create a framework for this academic food festival research.FindingsThe findings are primarily related to pre and post-COVID-19 research on food festivals worldwide. Furthermore, using an inductive approach, this paper reveals the impact of food festivals in cities and tourist behaviors. According to the findings, the food festival research trends are about "food festivals,” "slow food festivals” and "local food festivals.” Factor analysis is one of the most common analyses in this type of research. Other studies could use the findings and limitations to select appropriate themes and analysis approaches for their research topics.Research limitations/implicationsResearch data sets are mainly from articles that may not account for all actual trends during this pandemic.Originality/valueThis review expects to provide insights into food festivals and help future researchers to recognize several research gaps such as the lack of research on food festival manufacturers and producers or the consistency in visitors' aspect research of quality service, visitors' loyal intentions, satisfaction and culinary experience. The tourism industry can find research trends of food festivals and issues following COVID-19 to find their management styles to fit the context of the post-COVID-19 pandemic, facilitating organizing a safe and effective food festival.

20.
Journal of Modelling in Management ; 18(4):1093-1123, 2023.
Article in English | ProQuest Central | ID: covidwho-20243906

ABSTRACT

PurposeThis study models the effects of the COVID-19 pandemic on the performance of the private health-care sector in the Middle East and North Africa (MENA) countries. This paper aims to address the economic, societal and sustainability of the health-care sector.Design/methodology/approachData were collected from Bloomberg and the sample consists of 534 firm-year observations from 55 firms listed over 2010–2020. The authors apply panel data and control for the country and governance effects.FindingsThe authors found heterogeneous results regarding the three sub-sectors. The pandemic has a negative effect on the accounting and market performances of the "Pharmaceutical companies” and an insignificant impact on "Healthcare Management and Facilities Services.” Moreover, the impact of COVID-19 on health-care firms' performance depends on the country's economic classification and the degree of regulatory and governance frameworks.Research limitations/implicationsFurther studies may consider a larger sample and other regions. It is recommended to address the health-care sector's challenges to invest in new technologies such as "digital twin” and predictive and personalized medicine. It is worth testing model development theory and its effects on speeding up and designing models to ensure the proper functioning and developing mathematics to determine uncertainties in patient data and model predictions.Originality/valueTo the best of the authors' knowledge, this paper is novel as it is unique in modeling the impact of COVID-19 on the health-care public companies in the MENA region. The findings pinpoint firms' and countries' heterogeneous impacts on financial and market performances.

SELECTION OF CITATIONS
SEARCH DETAIL