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Pearce‐Smith N, Farrow E, Robinson J, Mahon B, McGillycuddy C, Savage K. Facilitating knowledge transfer to policy makers and front-line workers during a pandemic: Implementation, impact and lessons learned. Health Info Libr J 2024; 41:360-373. [PMID: 38468365 PMCID: PMC11649594 DOI: 10.1111/hir.12523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Accepted: 02/20/2024] [Indexed: 03/13/2024]
Abstract
BACKGROUND Stakeholders working on the COVID-19 pandemic response needed access to evidence, requiring a systematic approach to identify and disseminate relevant research. OBJECTIVES Outline the stages of development of a COVID-19 Literature Digest; demonstrate the impact the Digest had on decision-making and knowledge gain; identify the lessons learned. METHODS A standardised process was developed to identify and select papers. The main sources for content were PubMed, bioRxiv and medRxiv. A shared EndNote library was used to deduplicate and organise papers. Three user surveys obtained feedback from subscribers to determine if the Digest remained valuable, and explore the benefits to individuals. RESULTS 40-60 papers were summarised each week. 211 Digests were produced from March 2020 to March 2022, with around 10,000 papers included altogether. Survey results suggest benefits of the Digest were gaining new knowledge, saving time and contributing to evidence-based decision making. DISCUSSION Digest procedures constantly evolved and were adapted in response to survey feedback. Lessons identified: learn from failure, communication is key, measure your impact, work collaboratively, reflect and be flexible. CONCLUSION The Digest was successfully produced within the limits of available resource. The learning from this Digest will inform evidence monitoring, selection and dissemination for future health crises.
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Rosner BM, Falkenhorst G, Kumpf I, Enßle M, Hicketier A, Dörre A, Stark K, Wilking H. Case-control study of behavioural and societal risk factors for sporadic SARS-CoV-2 infections, Germany, 2020-2021 (CoViRiS study). Epidemiol Infect 2024; 152:e16. [PMID: 38220467 PMCID: PMC10894885 DOI: 10.1017/s0950268824000050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 12/14/2023] [Accepted: 12/18/2023] [Indexed: 01/16/2024] Open
Abstract
During the COVID-19 pandemic in Germany, a variety of societal activities were restricted to minimize direct personal interactions and, consequently, reduce SARS-CoV-2 transmission. The aim of the CoViRiS study was to investigate whether certain behaviours and societal factors were associated with the risk of sporadic symptomatic SARS-CoV-2 infections. Adult COVID-19 cases and frequency-matched population controls were interviewed by telephone regarding activities that involved contact with other people during the 10 days before illness onset (cases) or before the interview (controls). Associations between activities and symptomatic SARS-CoV-2 infection were analysed using logistic regression models adjusted for potential confounding variables. Data of 859 cases and 1 971 controls were available for analysis. The risk of symptomatic SARS-CoV-2 infection was lower for individuals who worked from home (adjusted odds ratio (aOR) 0.5; 95% confidence interval (CI) 0.3-0.6). Working in a health care setting was associated with a higher risk (aOR: 1.5; 95% CI: 1.1-2.1) as were private indoor contacts, personal contacts that involved shaking hands or hugging, and overnight travelling within Germany. Our results are in line with some of the public health recommendations aimed at reducing interpersonal contacts during the COVID-19 pandemic.
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Affiliation(s)
- Bettina M Rosner
- Department of Infectious Disease Epidemiology, Robert Koch Institute, Berlin, Germany
| | - Gerhard Falkenhorst
- Department of Infectious Disease Epidemiology, Robert Koch Institute, Berlin, Germany
| | - Isabella Kumpf
- Department of Infectious Disease Epidemiology, Robert Koch Institute, Berlin, Germany
| | - Maren Enßle
- Department of Infectious Disease Epidemiology, Robert Koch Institute, Berlin, Germany
| | - Andreas Hicketier
- Department of Infectious Disease Epidemiology, Robert Koch Institute, Berlin, Germany
| | - Achim Dörre
- Department of Infectious Disease Epidemiology, Robert Koch Institute, Berlin, Germany
| | - Klaus Stark
- Department of Infectious Disease Epidemiology, Robert Koch Institute, Berlin, Germany
| | - Hendrik Wilking
- Department of Infectious Disease Epidemiology, Robert Koch Institute, Berlin, Germany
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Gamez J, Carmona F, Gamez A, Santos M. Evidence of high compliance and fatigue in mask adherence in two mandates in Barcelona, Spain: a naturalistic observational study. Public Health 2023; 225:63-65. [PMID: 37922587 DOI: 10.1016/j.puhe.2023.09.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 09/21/2023] [Accepted: 09/23/2023] [Indexed: 11/07/2023]
Abstract
OBJECTIVE We investigated a possible pandemic fatigue effect, comparing adherence to compulsory mask use outdoors in Barcelona during the fourth and sixth waves of the pandemic. STUDY DESIGN We used naturalistic observation to determine the degree of pedestrians' compliance. METHODS We assessed mask use outdoors in a sample of pedestrians in Barcelona between 28 December 2021 and 9 February 2022 (during the sixth wave in Spain), and compared it with the fourth wave (which was between 5 April 2021 and 29 April 2021). Masks were compulsory in both periods. RESULTS The population studied amounted to 45,116 people (21,246 in the fourth wave and 23,870 in the sixth wave). In the sixth wave, only 67.3% wore a mask correctly, 18.6% did so incorrectly and 14.1% did not wear a mask, while the figures for the fourth wave were 78.2%, 16.3% and 5.5%, respectively (P = 0.001). CONCLUSION Our results suggest that adherence was high in the population studied, but with an evident fatigue effect when the two waves were compared, as the proportion of individuals wearing a mask correctly declined compared to the fourth wave. These results suggest that policymakers need guidance on adopting clear and enforceable guidelines during future mask mandates, assessing advantages and drawbacks in terms of the population's behavior to prevent the fatigue effect.
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Affiliation(s)
- J Gamez
- Department of Medicine, GMA Clinic, Universitat Autònoma de Barcelona, Barcelona, Spain.
| | - F Carmona
- Department of Genetics, Microbiology and Statistics, Universitat de Barcelona, Barcelona, Spain
| | - A Gamez
- Ophtalmology Department, Hospital San Rafael, Barcelona, Spain
| | - M Santos
- Communication and Public Health Informatic Department, Hospital San Rafael, Barcelona, Spain
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Weber DJ, Rutala WA, Sickbert-Bennett E. Emerging infectious diseases, focus on infection prevention, environmental survival and germicide susceptibility: SARS-CoV-2, Mpox, and Candida auris. Am J Infect Control 2023; 51:A22-A34. [PMID: 37890950 DOI: 10.1016/j.ajic.2023.02.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Accepted: 02/15/2023] [Indexed: 10/29/2023]
Abstract
BACKGROUND New and emerging infectious diseases continue to represent a public health threat. Emerging infectious disease threats include pathogens increasing in range (eg, Mpox), zoonotic microbes jumping species lines to cause sustained infections in humans via person-to-person transmission (SARS-CoV-2) and multidrug-resistant pathogens (eg, Candida auris). MATERIALS AND METHODS We searched the published English literature and reviewed the selected articles on SARS-CoV-2, Mpox, and Candida auris with a focus on environmental survival, contamination of the patient's hospital environment, susceptibility of the pathogen to antiseptics and disinfectants and infection prevention recommendations. RESULTS All three pathogens (ie, SARS-CoV-2, Mpox, and Candida auris) can survive on surfaces for minutes to hours and for Mpox and C auris for days. Currently available antiseptics (eg, 70%-90% alcohol hand hygiene products) are active against SARS-CoV-2, Mpox and C auris. The U.S Environmental Protection Agency provides separate lists of surface disinfectants active against SARS-CoV-2, Mpox, and C auris. DISCUSSION The risk of environment-to-patient transmission of SARS-CoV-2, Mpox and Candida auris, is very low, low-moderate and high, respectively. In the absence of appropriate patient isolation and use of personal protection equipment, the risk of patient-to-health care provider transmission of SARS-CoV-2, Mpox, and C auris is high, moderate and low, respectively. CONCLUSIONS Appropriate patient isolation, use of personal protective equipment by health care personnel, hand hygiene, and surface disinfection can protect patients and health care personnel from acquiring SARS-CoV-2, Mpox, and C auris from infected patients.
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Affiliation(s)
- David J Weber
- Division of Infectious Diseases, School of Medicine, University of North Carolina, Chapel Hill, NC; Department of Infection Prevention, UNC Medical Center, Chapel Hill, NC; Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC.
| | - William A Rutala
- Division of Infectious Diseases, School of Medicine, University of North Carolina, Chapel Hill, NC
| | - Emily Sickbert-Bennett
- Division of Infectious Diseases, School of Medicine, University of North Carolina, Chapel Hill, NC; Department of Infection Prevention, UNC Medical Center, Chapel Hill, NC; Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC
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Boulos L, Curran JA, Gallant A, Wong H, Johnson C, Delahunty-Pike A, Saxinger L, Chu D, Comeau J, Flynn T, Clegg J, Dye C. Effectiveness of face masks for reducing transmission of SARS-CoV-2: a rapid systematic review. PHILOSOPHICAL TRANSACTIONS. SERIES A, MATHEMATICAL, PHYSICAL, AND ENGINEERING SCIENCES 2023; 381:20230133. [PMID: 37611625 PMCID: PMC10446908 DOI: 10.1098/rsta.2023.0133] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2023] [Accepted: 05/23/2023] [Indexed: 08/25/2023]
Abstract
This rapid systematic review of evidence asks whether (i) wearing a face mask, (ii) one type of mask over another and (iii) mandatory mask policies can reduce the transmission of SARS-CoV-2 infection, either in community-based or healthcare settings. A search of studies published 1 January 2020-27 January 2023 yielded 5185 unique records. Due to a paucity of randomized controlled trials (RCTs), observational studies were included in the analysis. We analysed 35 studies in community settings (three RCTs and 32 observational) and 40 in healthcare settings (one RCT and 39 observational). Ninety-five per cent of studies included were conducted before highly transmissible Omicron variants emerged. Ninety-one per cent of observational studies were at 'critical' risk of bias (ROB) in at least one domain, often failing to separate the effects of masks from concurrent interventions. More studies found that masks (n = 39/47; 83%) and mask mandates (n = 16/18; 89%) reduced infection than found no effect (n = 8/65; 12%) or favoured controls (n = 1/65; 2%). Seven observational studies found that respirators were more protective than surgical masks, while five found no statistically significant difference between the two mask types. Despite the ROB, and allowing for uncertain and variable efficacy, we conclude that wearing masks, wearing higher quality masks (respirators), and mask mandates generally reduced SARS-CoV-2 transmission in these study populations. This article is part of the theme issue 'The effectiveness of non-pharmaceutical interventions on the COVID-19 pandemic: the evidence'.
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Affiliation(s)
- Leah Boulos
- Maritime SPOR SUPPORT Unit, Nova Scotia Health, 5790 University Avenue, Halifax, Nova Scotia B3H 1V7, Canada
- IWK Health Centre, 5980 University Avenue, Halifax, Nova Scotia B3K 6R8, Canada
| | - Janet A. Curran
- IWK Health Centre, 5980 University Avenue, Halifax, Nova Scotia B3K 6R8, Canada
- School of Nursing, Dalhousie University, 6299 South Street, Halifax, Nova Scotia B3H 4R2, Canada
| | - Allyson Gallant
- IWK Health Centre, 5980 University Avenue, Halifax, Nova Scotia B3K 6R8, Canada
- Faculty of Health, Dalhousie University, 6299 South Street, Halifax, Nova Scotia B3H 4R2, Canada
| | - Helen Wong
- IWK Health Centre, 5980 University Avenue, Halifax, Nova Scotia B3K 6R8, Canada
- Faculty of Health, Dalhousie University, 6299 South Street, Halifax, Nova Scotia B3H 4R2, Canada
| | - Catherine Johnson
- IWK Health Centre, 5980 University Avenue, Halifax, Nova Scotia B3K 6R8, Canada
- Department of Health and Rehabilitation Services, Western University, 1151 Richmond Street, London, Ontario N6A 3K7, Canada
| | | | - Lynora Saxinger
- Division of Infectious Diseases, Departments of Medicine and Medical Microbiology and Immunology, University of Alberta, 116 Street & 85 Avenue, Edmonton, Alberta T6G 2R3, Canada
| | - Derek Chu
- Department of Health Research Methods, Evidence and Impact, McMaster University, 1280 Main Street West, Hamilton, Ontario L8S 4L8, Canada
- Department of Medicine, McMaster University, 1280 Main Street West, Hamilton, Ontario L8S 4L8, Canada
- The Research Institute of St Joe's Hamilton, St Joseph's Healthcare Hamilton, 50 Charlton Avenue East, Hamilton, Ontario L8N A46, Canada
| | - Jeannette Comeau
- Division of Infectious Diseases, Dalhousie University, 6299 South Street, Halifax, Nova Scotia B3H 4R2, Canada
| | - Trudy Flynn
- Patient/Public Partner, University of Oxford, 11A Mansfield Road, Oxford OX1 3SZ, UK
| | - Julie Clegg
- Patient/Public Partner, University of Oxford, 11A Mansfield Road, Oxford OX1 3SZ, UK
| | - Christopher Dye
- Department of Biology, University of Oxford, 11A Mansfield Road, Oxford OX1 3SZ, UK
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Chou R, Dana T. Major Update: Masks for Prevention of SARS-CoV-2 in Health Care and Community Settings-Final Update of a Living, Rapid Review. Ann Intern Med 2023; 176:827-835. [PMID: 37186920 PMCID: PMC10234287 DOI: 10.7326/m23-0570] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/17/2023] Open
Abstract
BACKGROUND Optimal use of masks for preventing COVID-19 is unclear. PURPOSE To update an evidence synthesis on N95, surgical, and cloth mask effectiveness in community and health care settings for preventing SARS-CoV-2 infection. DATA SOURCES MEDLINE, EMBASE, medRxiv (3 June 2022 to 2 January 2023), and reference lists. STUDY SELECTION Randomized trials of interventions to increase mask use and risk for SARS-CoV-2 infection and observational studies of mask use that controlled for potential confounders. DATA EXTRACTION Two investigators sequentially abstracted study data and rated quality. DATA SYNTHESIS Three randomized trials and 21 observational studies were included. In community settings, mask use may be associated with a small reduced risk for SARS-CoV-2 infection versus no mask use, on the basis of 2 randomized trials and 7 observational studies. In routine patient care settings, surgical masks and N95 respirators may be associated with similar risk for SARS-CoV-2 infection, on the basis of 1 new randomized trial with some imprecision and 4 observational studies. Evidence from observational studies was insufficient to evaluate other mask comparisons due to methodological limitations and inconsistency. LIMITATION Few randomized trials, studies had methodological limitations and some imprecision, suboptimal adherence and pragmatic aspects of randomized trials potentially attenuated benefits, very limited evidence on harms, uncertain applicability to Omicron variant predominant era, meta-analysis not done due to heterogeneity, unable to formally assess for publication bias, and restricted to English-language articles. CONCLUSION Updated evidence suggests that masks may be associated with a small reduction in risk for SARS-CoV-2 infection in community settings. Surgical masks and N95 respirators may be associated with similar infection risk in routine patient care settings, but a beneficial effect of N95 respirators cannot be ruled out. PRIMARY FUNDING SOURCE None.
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Affiliation(s)
- Roger Chou
- Pacific Northwest Evidence-based Practice Center and the Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, Oregon (R.C., T.D.)
| | - Tracy Dana
- Pacific Northwest Evidence-based Practice Center and the Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, Oregon (R.C., T.D.)
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Chou R. Comparative Effectiveness of Mask Type in Preventing SARS-CoV-2 in Health Care Workers: Uncertainty Persists. Ann Intern Med 2022; 175:1763-1764. [PMID: 36442057 PMCID: PMC9707439 DOI: 10.7326/m22-3219] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
Two and a half years after the emergence of the COVID-19 pandemic, Loeb and colleagues reported the first randomized trial of N95 respirators versus medical masks in health care workers. The editorialist discusses the findings and highlights remaining areas of uncertainty about optimal mask type.
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Affiliation(s)
- Roger Chou
- Oregon Health & Science University, Portland, Oregon
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Correction: Update Alert 8: Masks for Prevention of Respiratory Virus Infections, Including SARS-CoV-2, in Health Care and Community Settings. Ann Intern Med 2022; 175:1627. [PMID: 36162116 DOI: 10.7326/l22-0373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
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Lazarus JV, Romero D, Kopka CJ, Karim SA, Abu-Raddad LJ, Almeida G, Baptista-Leite R, Barocas JA, Barreto ML, Bar-Yam Y, Bassat Q, Batista C, Bazilian M, Chiou ST, Del Rio C, Dore GJ, Gao GF, Gostin LO, Hellard M, Jimenez JL, Kang G, Lee N, Matičič M, McKee M, Nsanzimana S, Oliu-Barton M, Pradelski B, Pyzik O, Rabin K, Raina S, Rashid SF, Rathe M, Saenz R, Singh S, Trock-Hempler M, Villapol S, Yap P, Binagwaho A, Kamarulzaman A, El-Mohandes A. A multinational Delphi consensus to end the COVID-19 public health threat. Nature 2022; 611:332-345. [PMID: 36329272 PMCID: PMC9646517 DOI: 10.1038/s41586-022-05398-2] [Citation(s) in RCA: 106] [Impact Index Per Article: 35.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Accepted: 09/29/2022] [Indexed: 11/06/2022]
Abstract
Despite notable scientific and medical advances, broader political, socioeconomic and behavioural factors continue to undercut the response to the COVID-19 pandemic1,2. Here we convened, as part of this Delphi study, a diverse, multidisciplinary panel of 386 academic, health, non-governmental organization, government and other experts in COVID-19 response from 112 countries and territories to recommend specific actions to end this persistent global threat to public health. The panel developed a set of 41 consensus statements and 57 recommendations to governments, health systems, industry and other key stakeholders across six domains: communication; health systems; vaccination; prevention; treatment and care; and inequities. In the wake of nearly three years of fragmented global and national responses, it is instructive to note that three of the highest-ranked recommendations call for the adoption of whole-of-society and whole-of-government approaches1, while maintaining proven prevention measures using a vaccines-plus approach2 that employs a range of public health and financial support measures to complement vaccination. Other recommendations with at least 99% combined agreement advise governments and other stakeholders to improve communication, rebuild public trust and engage communities3 in the management of pandemic responses. The findings of the study, which have been further endorsed by 184 organizations globally, include points of unanimous agreement, as well as six recommendations with >5% disagreement, that provide health and social policy actions to address inadequacies in the pandemic response and help to bring this public health threat to an end.
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Affiliation(s)
- Jeffrey V Lazarus
- Barcelona Institute for Global Health (ISGlobal), Barcelona, Spain.
- Faculty of Medicine and Health Sciences, University of Barcelona, Barcelona, Spain.
- City University of New York Graduate School of Public Health and Health Policy (CUNY SPH), New York City, NY, USA.
| | - Diana Romero
- City University of New York Graduate School of Public Health and Health Policy (CUNY SPH), New York City, NY, USA
| | | | - Salim Abdool Karim
- University of KwaZulu-Natal, Durban, South Africa
- Centre for the AIDS Program of Research in South Africa (CAPRISA), Durban, South Africa
| | - Laith J Abu-Raddad
- Weill Cornell Medicine, Cornell University, Ithaca, NY, USA
- Weill Cornell Medicine-Qatar, Cornell University, Qatar Foundation-Education City, Doha, Qatar
| | | | - Ricardo Baptista-Leite
- UNITE Global Parliamentarians Network, Lisbon, Portugal
- Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
- Institute of Health Sciences (CIIS), Catholic University of Portugal, Lisbon, Portugal
| | | | - Mauricio L Barreto
- Oswaldo Cruz Foundation (Fiocruz), Rio de Janeiro, Brazil
- University of Bahia, Salvador, Brazil
| | - Yaneer Bar-Yam
- New England Complex Systems Institute, Cambridge, MA, USA
| | - Quique Bassat
- Barcelona Institute for Global Health (ISGlobal), Barcelona, Spain
- Manhiça Health Research Center (CISM), Maputo, Mozambique
- Catalan Institute for Research and Advanced Studies (ICREA), Barcelona, Spain
- Pediatrics Department, Hospital Sant Joan de Déu, University of Barcelona, Barcelona, Spain
- Biomedical Research Consortium in Epidemiology and Public Health (CIBERESP), Madrid, Spain
| | - Carolina Batista
- Doctors Without Borders (MSF), Geneva, Switzerland
- Baraka Impact Finance, Geneva, Switzerland
| | | | - Shu-Ti Chiou
- National Yang Ming Chiao Tung University, Taipei, Taiwan
| | | | - Gregory J Dore
- University of New South Wales (UNSW) Sydney, Sydney, New South Wales, Australia
| | - George F Gao
- Chinese Center for Disease Control and Prevention, Beijing, China
| | - Lawrence O Gostin
- The O'Neill Institute for National and Global Health Law, Georgetown University, Washington, DC, USA
| | | | - Jose L Jimenez
- Department of Chemistry, University of Colorado Boulder, Boulder, CO, USA
- Cooperative Institute for Research in Environmental Sciences (CIRES), University of Colorado Boulder, Boulder, CO, USA
| | | | | | - Mojca Matičič
- Clinic for Infectious Diseases and Febrile Illnesses, University Medical Centre, Ljubljana, Slovenia
- Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Martin McKee
- The London School of Hygiene & Tropical Medicine, London, UK
| | | | | | - Bary Pradelski
- French National Centre for Scientific Research (CNRS), Grenoble, France
| | | | - Kenneth Rabin
- City University of New York Graduate School of Public Health and Health Policy (CUNY SPH), New York City, NY, USA
| | - Sunil Raina
- Dr. Rajendra Prasad Government Medical College, Himachal Pradesh, India
| | - Sabina Faiz Rashid
- James P. Grant School of Public Health, BRAC University, Dhaka, Bangladesh
| | | | - Rocio Saenz
- University of Costa Rica, San José, Costa Rica
| | - Sudhvir Singh
- Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | | | - Sonia Villapol
- Department of Neurosurgery, Houston Methodist Research Institute, Houston, TX, USA
| | - Peiling Yap
- International Digital Health & AI Research Collaborative (I-DAIR), Geneva, Switzerland
| | | | | | - Ayman El-Mohandes
- City University of New York Graduate School of Public Health and Health Policy (CUNY SPH), New York City, NY, USA
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