Effective contact tracing for COVID-19: A systematic review
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Abstract
ABSTRACT Background Contact tracing is commonly recommended to control outbreaks of COVID-19, but its effectiveness is unclear. This systematic review aimed to examine contact tracing effectiveness in the context of COVID-19. Methods Following PRISMA guidelines, MEDLINE, Embase, Global Health, and All EBM Reviews were searched using a range of terms related to contact tracing for COVID-19. Articles were included if they reported on the ability of contact tracing to slow or stop the spread of COVID-19 or on characteristics of effective tracing efforts. Two investigators screened all studies. Results A total of 32 articles were found. All were observational or modelling studies, so the quality of the evidence was low. Observational studies (n=14) all reported that contact tracing (alone or in combination with other interventions) was associated with better control of COVID-19. Results of modelling studies (n=18) depended on their assumptions. Under assumptions of prompt and thorough tracing with no further transmission, they found that contact tracing could stop an outbreak (e.g. by reducing the reproduction number from 2.2 to 0.57) or that it could reduce infections (e.g. by 24%-71% with a mobile tracing app). Under assumptions of slower, less efficient tracing, modelling studies suggested that tracing could slow, but not stop COVID-19. Conclusions Observational and modelling studies suggest that contact tracing is associated with better control of COVID-19. Its effectiveness likely depends on a number of factors, including how many and how fast contacts are traced and quarantined, and how effective quarantines are at preventing further transmission. A cautious interpretation suggests that to stop the spread of COVID-19, public health practitioners have 2-3 days from the time a new case develops symptoms to isolate the case and quarantine at least 80% of its contacts, and that once isolated, cases and contacts should infect zero new cases. Less efficient tracing may slow, but not stop, the spread of COVID-19. Inefficient tracing (with delays of 4-5+ days or less than 60% of contacts quarantined with no further transmission) may not contribute meaningfully to control of COVID-19. Funding LP holds the Canada Research Chair in Community Approaches and Health Inequalities (CRC 950-232541). This funding source had no role in the design, conduct, or reporting of the study. Competing interests CEJ has contractual agreements with the Centre intégré universitaire de santé et de services sociaux du Centre-Sud-de-l’Île-de-Montréal and is founder of Dr. Muscle and the COVID-19 Science Updates ( https://covid1.substack.com/ ). Registration PROSPERO CRD42020198462
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Across disease areas, evidence has shown that partner services are effective if applied strategically for identifying new cases, stopping onward transmission, helping to end outbreaks, and supporting elimination goals.
“Across these disease areas, evidence has shown how effective partner services are if they are applied strategically – not only for identifying new cases to enable individuals and their partners to access treatment and care (84, 85), but also for stopping onward transmission (86), helping to end outbreaks (87) and supporting the achievement of elimination goals (88).”
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Cites
Preferred Reporting Items for Systematic Reviews and Meta-Analyses: the PRISMA statement
Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., & for the PRISMA Group (2009) · BMJ · doi:10.1136/bmj.b2535 · Cited by 83,823 · see citing works
Preferred reporting items for systematic reviews and meta-analyses: the PRISMA Statement.
(2009) · PubMed Central · Cited by 44,859 · see citing works
Wu, Z., & McGoogan, J. M. (2020) · JAMA · doi:10.1001/jama.2020.2648 · Cited by 17,016 · see citing works
Synthesis without meta-analysis (SWiM) in systematic reviews: reporting guideline
Campbell, M., McKenzie, J. E., Sowden, A., Katikireddi, S. V., Brennan, S. E., Ellis, S., Hartmann-Boyce, J., Ryan, R., Shepperd, S., Thomas, J., et al. (2020) · BMJ · doi:10.1136/bmj.l6890 · Cited by 4,628 · see citing works
Feasibility of controlling COVID-19 outbreaks by isolation of cases and contacts
Hellewell, J., Abbott, S., Gimma, A., Bosse, N. I., Jarvis, C. I., Russell, T. W., Munday, J. D., Kucharski, A. J., Edmunds, W. J., Sun, F., et al. (2020) · The Lancet Global Health · doi:10.1016/s2214-109x(20)30074-7 · Cited by 2,550 · see citing works
Quantifying SARS-CoV-2 transmission suggests epidemic control with digital contact tracing
Ferretti, L., Wymant, C., Kendall, M., Zhao, L., Nurtay, A., Abeler-Dörner, L., Parker, M., Bonsall, D., & Fraser, C. (2020) · Science · doi:10.1126/science.abb6936 · Cited by 2,512 · see citing works
Bi, Q., Wu, Y., Mei, S., Ye, C., Zou, X., Zhang, Z., Liu, X., Wei, L., Truelove, S., Zhang, T., et al. (2020) · The Lancet Infectious Diseases · doi:10.1016/s1473-3099(20)30287-5 · Cited by 1,960 · see citing works
Modelling the COVID-19 epidemic and implementation of population-wide interventions in Italy
Giordano, G., Blanchini, F., Bruno, R., Colaneri, P., Di Filippo, A., Di Matteo, A., & Colaneri, M. (2020) · Nature Medicine · doi:10.1038/s41591-020-0883-7 · Cited by 1,740 · see citing works
Tang, B., Wang, X., Li, Q., Bragazzi, N. L., Tang, S., Xiao, Y., & Wu, J. (2020) · Journal of Clinical Medicine · doi:10.3390/jcm9020462 · Cited by 1,431 · see citing works
Effect of non-pharmaceutical interventions to contain COVID-19 in China
Lai, S., Ruktanonchai, N., Zhou, L., Prosper, O., Luo, W. P., Floyd, J., Wesolowski, A., Santillana, M., Zhang, C., Du, X., et al. (2020) · Nature · doi:10.1038/s41586-020-2293-x · Cited by 1,357 · see citing works
Cowling, B. J., Ali, S. T., Ng, T. W. Y., Tsang, T. K., Li, J. C. M., Fong, M. W., Liao, Q., Kwan, M. Y., Lee, S. L., Chiu, S. S., et al. (2020) · The Lancet Public Health · doi:10.1016/s2468-2667(20)30090-6 · Cited by 1,258 · see citing works
Nußbaumer-Streit, B., Mayr, V., Dobrescu, A. I., Chapman, A. L., Persad, E., Klerings, I., Wagner, G., Siebert, U., Christof, C., Zachariah, C., et al. (2020) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd013574 · Cited by 951 · see citing works
Self-citationKucharski, A. J., Klepac, P., Conlan, A. J. K., Kissler, S. M., Tang, M. L., Fry, H., Gog, J. R., Edmunds, W. J., Emery, J. C., Medley, G., et al. (2020) · The Lancet Infectious Diseases · doi:10.1016/s1473-3099(20)30457-6 · Cited by 900 · see citing works
Effective containment explains subexponential growth in recent confirmed COVID-19 cases in China
Maier, B. F., & Brockmann, D. (2020) · Science · doi:10.1126/science.abb4557 · Cited by 888 · see citing works
Aleta, A., Martín-Corral, D., y Piontti, A. P., Ajelli, M., Litvinova, M., Chinazzi, M., Dean, N. E., Halloran, M. E., Longini, I. M., Merler, S., et al. (2020) · Nature Human Behaviour · doi:10.1038/s41562-020-0931-9 · Cited by 810 · see citing works
An updated estimation of the risk of transmission of the novel coronavirus (2019-nCov)
Tang, B., Bragazzi, N. L., Li, Q., Tang, S., Xiao, Y., & Wu, J. (2020) · Infectious Disease Modelling · doi:10.1016/j.idm.2020.02.001 · Cited by 757 · see citing works
Impact of delays on effectiveness of contact tracing strategies for COVID-19: a modelling study
Kretzschmar, M. E., Rozhnova, G., Bootsma, M. C. J., van Boven, M., van de Wijgert, J. H. H. M., & Bonten, M. J. M. (2020) · The Lancet Public Health · doi:10.1016/s2468-2667(20)30157-2 · Cited by 697 · see citing works
Ngonghala, C. N., Iboi, E., Eikenberry, S. E., Scotch, M., MacIntyre, C. R., Bonds, M. H., & Gumel, A. B. (2020) · Mathematical Biosciences · doi:10.1016/j.mbs.2020.108364 · Cited by 542 · see citing works
Bernard-Stoecklin, S., Rolland, P., Silué, Y., Mailles, A., Campese, C., Simondon, A., Mechain, M., Meurice, L., Nguyen, M., Bassi, C., et al. (2020) · Eurosurveillance · doi:10.2807/1560-7917.es.2020.25.6.2000094 · Cited by 539 · see citing works
Contact Tracing during Coronavirus Disease Outbreak, South Korea, 2020
Park, Y.-J., Choe, Y. J., Park, O., Park, S. Y., Kim, Y., Kim, J., Kweon, S., Woo, Y., Gwack, J., Kim, S. S., et al. (2020) · Emerging infectious diseases · doi:10.3201/eid2610.201315 · Cited by 499 · see citing works
Furukawa, N. W., Brooks, J. T., & Sobel, J. (2020) · Emerging infectious diseases · doi:10.3201/eid2607.201595 · Cited by 497 · see citing works
Burke, R. M., Midgley, C. M., Dratch, A., Fenstersheib, M., Haupt, T. E., Holshue, M. L., Ghinai, I., Jarashow, M. C., Lo, J., McPherson, T. D., et al. (2020) · MMWR Morbidity and Mortality Weekly Report · doi:10.15585/mmwr.mm6909e1 · Cited by 475 · see citing works
Characteristics of Household Transmission of COVID-19
Li, W., Zhang, B., Lu, J., Liu, S., Chang, Z., Cao, P., Liu, X., Zhang, P., Yan, L., Tao, K., et al. (2020) · Clinical Infectious Diseases · doi:10.1093/cid/ciaa450 · Cited by 412 · see citing works
Efficacy of contact tracing for the containment of the 2019 novel coronavirus (COVID-19)
Keeling, M. J., Hollingsworth, T. D., & Read, J. M. (2020) · Journal of Epidemiology & Community Health · doi:10.1136/jech-2020-214051 · Cited by 396 · see citing works
Ng, Y., Li, Z., Chua, Y. X., Chaw, W. L., Zhao, Z. M., Er, B., Pung, R., Chiew, C. J., Lye, D. C., Heng, D., et al. (2020) · MMWR Morbidity and Mortality Weekly Report · doi:10.15585/mmwr.mm6911e1 · Cited by 311 · see citing works
Pitman, R., Fisman, D. N., Zaric, G. S., Postma, M. J., Kretzschmar, M., Edmunds, J., & Brisson, M. (2012) · Value in Health · doi:10.1016/j.jval.2012.06.011 · Cited by 223 · see citing works
Peak, C. M., Kahn, R. J., Grad, Y. H., Childs, L. M., Li, R., Lipsitch, M., & Buckee, C. O. (2020) · The Lancet Infectious Diseases · doi:10.1016/s1473-3099(20)30361-3 · Cited by 211 · see citing works
Peer-to-Peer Contact Tracing: Development of a Privacy-Preserving Smartphone App
Yasaka, T. M., Lehrich, B. M., & Sahyouni, R. (2020) · JMIR mhealth and uhealth · doi:10.2196/18936 · Cited by 202 · see citing works
COVID-19 contact tracing apps: a stress test for privacy, the GDPR, and data protection regimes
Bradford, L., Aboy, M., & Liddell, K. (2020) · Journal of Law and the Biosciences · doi:10.1093/jlb/lsaa034 · Cited by 169 · see citing works
Chen, C.-M., Jyan, H.-W., Chien, S.-C., Jen, H.-H., Hsu, C.-Y., Lee, P.-C., Lee, C.-F., Yang, Y.-T., Chen, M., Chen, S. L., et al. (2020) · Journal of Medical Internet Research · doi:10.2196/19540 · Cited by 168 · see citing works
Choi, J. Y. (2020) · Postgraduate Medical Journal · doi:10.1136/postgradmedj-2020-137738 · Cited by 118 · see citing works
Lam, H. Y., Lam, T. S., Wong, C. H., Lam, W. H., Leung, C. M. E., Au, K. W. A., Lam, C. K. Y., Lau, T. W. W., Chan, Y. W. D., Wong, K. H., et al. (2020) · International Journal of Infectious Diseases · doi:10.1016/j.ijid.2020.06.057 · Cited by 97 · see citing works
Wu, J., Tang, B., Bragazzi, N. L., Nah, K., & McCarthy, Z. (2020) · Journal of Mathematics in Industry · doi:10.1186/s13362-020-00083-3 · Cited by 87 · see citing works
What can countries learn from Hong Kong’s response to the COVID-19 pandemic?
Wong, S. Y. S., Kwok, K. O., & Chan, F. K. L. (2020) · Canadian Medical Association Journal · doi:10.1503/cmaj.200563 · Cited by 84 · see citing works
Zu, J., Li, M., Li, Z., Shen, M., Xiao, Y., & Ji, F. (2020) · Infectious Diseases of Poverty · doi:10.1186/s40249-020-00709-z · Cited by 65 · see citing works
Juneau, C.-É., Pueyo, T., Bell, M., Gee, G., Collazzo, P., & Potvin, L. (2022) · Systematic Reviews · doi:10.1186/s13643-022-01958-9 · Cited by 62 · see citing works
Self-citationNachega, J. B., Grimwood, A., Mahomed, H., Fatti, G., Preiser, W., Kallay, O., Kingebeni, P. M., Muyembe, J.-J. T., Rwagasore, E., Nsanzimana, S., et al. (2020) · Clinical Infectious Diseases · doi:10.1093/cid/ciaa695 · Cited by 61 · see citing works
Modelling SARS-COV2 Spread in London: Approaches to Lift the Lockdown
Goscé, L., Phillips, P. A., Spinola, P., Gupta, R. K., & Abubakar, I. (2020) · Journal of Infection · doi:10.1016/j.jinf.2020.05.037 · Cited by 55 · see citing works
Tang, B., Scarabel, F., Bragazzi, N. L., McCarthy, Z., Glazer, M., Xiao, Y., Heffernan, J. M., Asgary, A., Ogden, N. H., & Wu, J. (2020) · Biology · doi:10.3390/biology9050100 · Cited by 51 · see citing works
Rajan, S., Cylus, J., & McKee, M. (2020) · Journal of the Royal Society of Medicine · doi:10.1177/0141076820939395 · Cited by 49 · see citing works
Wilasang, C., Sararat, C., Jitsuk, N. C., Yolai, N., Thammawijaya, P., Auewarakul, P., & Modchang, C. (2020) · Journal of Travel Medicine · doi:10.1093/jtm/taaa095 · Cited by 49 · see citing works
Successful contact tracing systems for COVID-19 rely on effective quarantine and isolation
James, A., Plank, M. J., Hendy, S. C., Binny, R. N., Lustig, A. G., Steyn, N., Nesdale, A., & Verrall, A. J. (2021) · PLoS ONE · doi:10.1371/journal.pone.0252499 · Cited by 47 · see citing works
Public Health Emergency and Crisis Management: Case Study of SARS-CoV-2 Outbreak
Choi, H., Cho, W., Kim, M.-H., & Hur, J.-Y. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17113984 · Cited by 46 · see citing works
Feasibility of Separate Rooms for Home Isolation and Quarantine for COVID-19 in the United States
Sehgal, A. R., Himmelstein, D. U., & Woolhandler, S. J. (2020) · Annals of Internal Medicine · doi:10.7326/m20-4331 · Cited by 42 · see citing works
Hepatic late adverse effects after antineoplastic treatment for childhood cancer
Mulder, R. L., van Dalen, E. C., den Hof, M. V., Leclercq, E., Bresters, D., Koot, B. G. P., Castellino, S. M., Loke, Y. K., Post, P. N., Caron, H. N., et al. (2011) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd008205.pub2 · Cited by 38 · see citing works
Hepatic late adverse effects after antineoplastic treatment for childhood cancer
Mulder, R. L., Bresters, D., den Hof, M. V., Koot, B. G. P., Castellino, S. M., Loke, Y. K., Post, P. N., Postma, A., Szőnyi, L. P., Levitt, G., et al. (2019) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd008205.pub3 · Cited by 38 · see citing works
Vietnam’s response to COVID-19: prompt and proactive actions
Dinh, L., Dinh, P., Nguyen, P. D. M., Nguyen, D. H. N., & Hoang, T. V. (2020) · Journal of Travel Medicine · doi:10.1093/jtm/taaa047 · Cited by 37 · see citing works
Stemming the flow: how much can the Australian smartphone app help to control COVID-19?
Currie, D. J., Peng, C., Lyle, D. M., Jameson, B., & Frommer, M. S. (2020) · Public Health Research & Practice · doi:10.17061/phrp3022009 · Cited by 37 · see citing works
Can digital contact tracing make up for lost time?
Ivers, L. C., & Weitzner, D. J. (2020) · The Lancet Public Health · doi:10.1016/s2468-2667(20)30160-2 · Cited by 30 · see citing works
Comparison of Measures adopted to combat COVID 19 Pandemic by different countries in WHO regions
Davalgi, S., Undi, M., Annadani, R. R., & Siddique, A. (2020) · Indian Journal of Community Health · doi:10.47203/ijch.2020.v32i02supp.023 · Cited by 17 · see citing works
Bellmunt, J. M., Caylà, J. A., & Millet, J. P. (2020) · Medicina de Familia SEMERGEN · doi:10.1016/j.semerg.2020.06.001 · Cited by 15 · see citing works
Worden, L., Wannier, R., Blumberg, S., Ge, A. Y., Rutherford, G. W., & Porco, T. C. (2020) · medRxiv · doi:10.1101/2020.06.09.20125831 · Cited by 14 · see citing works
Covid-19: Government is criticised for “scandalous” £10bn spent on test and trace programme
Iacobucci, G. (2020) · BMJ · doi:10.1136/bmj.m2805 · Cited by 14 · see citing works
Vize, R. (2020) · BMJ · doi:10.1136/bmj.m2246 · Cited by 11 · see citing works
Covid-19: Two thirds of people contacted through tracing did not fully cooperate, pilot scheme finds
Mahase, E. (2020) · BMJ · doi:10.1136/bmj.m2169 · Cited by 9 · see citing works
Test, Trace, and Isolate: COVID-19 and the Canadian ConstitutionPreprint
Austin, L. M., Chiao, V., Coleman, B., Lie, D., Shaffer, M., Slane, A., & Tanguay-Renaud, F. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3608823 · Cited by 9 · see citing works
Outcomes of Coronavirus Disease 2019 Drive-Through Screening at an Academic Military Medical Center
Lindholm, D. A., Kiley, J. L., Jansen, N. K., Hoard, R. T., Bondaryk, M. R., Stanley, E. M., Alvarado, G. R., Markelz, A. E., Cybulski, R. J., & Okulicz, J. F. (2020) · Open Forum Infectious Diseases · doi:10.1093/ofid/ofaa306 · Cited by 7 · see citing works
Flagged first, then by citations
11 of the 68 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- [11]JE McKenzie Brennan S.E. Chapter 12: Synthesizing and presenting findings using other methods JPT Higgins Thomas J. Chandler J. Cumpston M. Li T. Page M.J. Cochrane handbook for systematic reviews of interventions version 6.2 (updated February 2021). Cochrane 2021
Cited by
Sorted by citations
Juneau, C.-É., Pueyo, T., Bell, M., Gee, G., Collazzo, P., & Potvin, L. (2022) · Systematic Reviews · doi:10.1186/s13643-022-01958-9 · Cited by 62 · see citing works
Self-citationBardus, M., Daccache, M. A., Maalouf, N., Sarih, R. A., & Elhajj, I. H. (2022) · JMIR mhealth and uhealth · doi:10.2196/35195 · Cited by 29 · see citing works
COVID-19 healthcare policies in Ireland: A rapid review of the initial pandemic response
O’Leary, N., Kingston, L., Griffin, A., Morrissey, A., Noonan, M., Kelly, D., Doody, O., Niranjan, V. R., Gallagher, A., O’Riordan, C., et al. (2021) · Scandinavian Journal of Public Health · doi:10.1177/14034948211008371 · Cited by 28 · see citing works
Oyibo, K., Sahu, K. S., Oetomo, A., & Morita, P. P. (2022) · Frontiers in Digital Health · doi:10.3389/fdgth.2022.862466 · Cited by 29 · see citing works
The Long-Jumping of African Swine Fever: First Genotype II Notified in Sardinia, Italy
Giudici, S. D., Loi, F., Ghisu, S., Angioi, P. P., Zinellu, S., Fiori, M. S., Carusillo, F., Brundu, D., Franzoni, G., Zidda, G. M., et al. (2023) · Viruses · doi:10.3390/v16010032 · Cited by 25 · see citing works
Perry, B. L. (2021) · American Journal of Public Health · doi:10.2105/ajph.2021.306244 · Cited by 25 · see citing works
TraceAll: A Real-Time Processing for Contact Tracing Using Indoor Trajectories
Alarabi, L., Basalamah, S. M., Hendawi, A., & Abdalla, M. (2021) · Information · doi:10.3390/info12050202 · Cited by 20 · see citing works
Factors Influencing the Adoption of Contact Tracing Applications: Protocol for a Systematic Review
Oyibo, K., Sahu, K. S., Oetomo, A., & Morita, P. P. (2021) · JMIR Research Protocols · doi:10.2196/28961 · Cited by 16 · see citing works
COVID-19 and beyond: leveraging artificial intelligence for enhanced outbreak control
Farhat, F., Sohail, S. S., Alam, M. T., Ubaid, S., Shakil, Ashhad, M., & Madsen, D. Ø. (2023) · Frontiers in Artificial Intelligence · doi:10.3389/frai.2023.1266560 · Cited by 15 · see citing works
Queueing management for reducing the overlaps of customers in service systems
Xu, J., Ko, Y. M., Kong, M., & Pender, J. J. (2025) · OR Spectrum · doi:10.1007/s00291-025-00816-z · Cited by 12 · see citing works
John, R. S., Miller, J. C., Muylaert, R. L., & Hayman, D. T. S. (2024) · Journal of The Royal Society Interface · doi:10.1098/rsif.2023.0425 · Cited by 10 · see citing works
Ishimaru, T., Ibayashi, K., Nagata, M., Hino, A., Tateishi, S., Tsuji, M., Ogami, A., Matsuda, S., Fujino, Y., for the CORoNaWork Project, et al. (2021) · Environmental Health and Preventive Medicine · doi:10.1186/s12199-021-01016-1 · Cited by 11 · see citing works
Downsizing of COVID-19 contact tracing in highly immune populations
Martignoni, M. M., Renault, J., Baafi, J., & Hurford, A. (2022) · PLoS ONE · doi:10.1371/journal.pone.0268586 · Cited by 9 · see citing works
Contact tracing strategies for infectious diseases: A systematic literature review
Guy, D., Kodjamanova, P., Woldmann, L., Sahota, J., Bannister-Tyrrell, M., Elouard, Y., & Degail, M.-A. (2025) · PLOS Global Public Health · doi:10.1371/journal.pgph.0004579 · Cited by 9 · see citing works
Epidemic-induced local awareness behavior inferred from surveys and genetic sequence data
Ódor, G., & Karsai, M. (2025) · Nature Communications · doi:10.1038/s41467-025-59508-5 · Cited by 7 · see citing works
Lamba, S., & Srivastava, P. K. (2023) · Computational and Mathematical Biophysics · doi:10.1515/cmb-2023-0154 · Cited by 7 · see citing works
Siani, A. (2024) · Open Health · doi:10.1515/ohe-2023-0016 · Cited by 7 · see citing works
Navigating Digital Privacy and Surveillance: Post‐Covid Regulatory and Theoretical Insights
Małagocka, K. (2024) · Politics and Governance · doi:10.17645/pag.8572 · Cited by 7 · see citing works
Tian, Y., Basran, J., McDonald, W., & Osgood, N. D. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph22010039 · Cited by 6 · see citing works
Unim, B., Zīle, I., Pavlovska, Z., Lapão, L. V., Peyroteo, M., Misiņš, J., Forjaz, M. J., Nogueira, P., Grisetti, T., & Palmieri, L. (2024) · European Journal of Public Health · doi:10.1093/eurpub/ckae039 · Cited by 6 · see citing works
The UK’s pandemic preparedness and early response to the COVID-19 pandemic
Rietveld, J., Hobson, T., Mani, L., Avin, S., & Sundaram, L. S. (2024) · Global Public Health · doi:10.1080/17441692.2024.2415499 · Cited by 7 · see citing works
Aljabali, A. A. A., Obeid, M. A., El‐Tanani, M., Mishra, V. K., Mishra, Y., & Tambuwala, M. M. (2024) · Gene · doi:10.1016/j.gene.2024.148174 · Cited by 6 · see citing works
Limaye, N. P., Ninesling, B., Marcelin, F., Nolan, C., Sobba, W. D., Hing, M., Ptaszek, E., Leandre, F. R., & Palazuelos, D. (2022) · Annals of Global Health · doi:10.5334/aogh.3859 · Cited by 6 · see citing works
Slembrouck, S., Vandenbroucke, M., Timmerman, R. D., Bafort, A.-S., & de Geuchte, S. V. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1203897 · Cited by 5 · see citing works
Emerging Mobile Health Systems and Services
Solomou, T., Schizas, C. N., & Pattichis, C. S. (2024) · Biomedical engineering · doi:10.5772/intechopen.1007846 · Cited by 4 · see citing works
Applying a Probabilistic Infection Model for studying contagion processes in contact networks
Qian, W., Bhowmick, S., O’Neill, M., Ramisetty‐Mikler, S., & Mikler, A. R. (2021) · Journal of Computational Science · doi:10.1016/j.jocs.2021.101419 · Cited by 4 · see citing works
Barriers to COVID‐19 contact tracing: View from frontline healthcare students in Vietnam
Hoang, A. P., Tran, N. T., Nguyen, T. H. H., & Nguyen, T. T. H. (2023) · Public Health Nursing · doi:10.1111/phn.13189 · Cited by 4 · see citing works
Aboushady, A. T., Blackmore, C., Nagel, A. C., Janashvili, L., Bunjaku, D. G., Otorbaeva, D., Bugaienko, N., Pebody, R. G., & Hegermann-Lindencrone, M. (2024) · European Journal of Public Health · doi:10.1093/eurpub/ckad217 · Cited by 4 · see citing works
Morand, J., Yip, S., Velegrakis, Y., Lattanzi, G., Potestio, R., & Tubiana, L. (2024) · Scientific Reports · doi:10.1038/s41598-024-54878-0 · Cited by 4 · see citing works
Flowers, P., Lasoye, S., McQueen, J., Owusu, M. W., Symonds, M., & Estcourt, C. S. (2021) · medRxiv · doi:10.1101/2021.07.07.21260064 · Cited by 4 · see citing works
The Necessity of Close Contact Tracing in Combating COVID-19 Infection – A Systemic Study
Zaw, T. O. K., Muthaiyah, S., Anbananthen, K. S. M., Soe, M. T., Park, B., & Kim, M. (2022) · Emerging Science Journal · doi:10.28991/esj-2022-sper-019 · Cited by 3 · see citing works
Wulandari, R., & Hidayanto, A. N. (2023) · Quality & Quantity · doi:10.1007/s11135-023-01695-8 · Cited by 4 · see citing works
Pandemia SARS-CoV-2/COVID-19: Controvérsias à Luz da Evidência Científica
de Abreu, T. T. (2021) · Medicina Interna · doi:10.24950/pv/297/20/1/2021 · Cited by 2 · see citing works
Raymond, C., Ouyang, D., D’Agostino, A., Rudman, S. L., & Ho, D. E. (2022) · EClinicalMedicine · doi:10.1016/j.eclinm.2022.101726 · Cited by 2 · see citing works
Territorial patterns of COVID-19 in Iran
Kya, M. A. (2024) · Acta Scientiarum Polonorum Administratio Locorum · doi:10.31648/aspal.9397 · Cited by 2 · see citing works
Tapping into the minds and hearts of the local public health workforce during the COVID-19 pandemic
Eisenhauer, M., Crupi, L., Ray, R., & Mann, T. A. (2022) · Canadian Journal of Public Health · doi:10.17269/s41997-022-00664-2 · Cited by 2 · see citing works
Kremer, C., Willem, L., Boone, J., de Oñate, W. A., Hammami, N., Faes, C., & Hens, N. (2023) · PLoS ONE · doi:10.1371/journal.pone.0292346 · Cited by 2 · see citing works
Songane, M., Youngui, B. T., Mambo, A., Bonabe, G., Djikeussi, T., Epée, E., Tsigaing, P. N., Ndongo, M. L. A., Njoukam, C. M., Kana, R., et al. (2025) · BMJ Public Health · doi:10.1136/bmjph-2024-001064 · Cited by 2 · see citing works
Htun, Y. M., Maung, N. L., Ko, D. K., Htut, H. M., Phyo, M. K., Aung, W. L., Zaw, H. K., Min, A. K., Kyaw, A. P., Swe, T., et al. (2024) · Tropical Medicine and Health · doi:10.1186/s41182-024-00603-6 · Cited by 1 · see citing works
Dyer, C. M., Negoescu, A.-T., Borchert, M., Harter, C., Kühn, A., Dambach, P., & Marx, M. (2024) · Online Journal of Public Health Informatics · doi:10.2196/54578 · Cited by 1 · see citing works
Zheng, Z., Sun, W., Duan, Q., Liu, S., Chen, E., & Pan, J. (2025) · Frontiers in Public Health · doi:10.3389/fpubh.2025.1516208 · Cited by 1 · see citing works
Tošković, B., Marković-Denić, L., Brajković, M., Nađ, I., Zdravkovic, D., Nikolić, V., & COVID-19 Working Group (2025) · Epidemiologia · doi:10.3390/epidemiologia7010002 · Cited by 1 · see citing works
Coşgun, Ö., Kıbış, E. Y., Dağ, A., & Cankaya, B. (2026) · Computers & Industrial Engineering · doi:10.1016/j.cie.2026.111874 · Cited by 1 · see citing works
COVID-19 transmission dynamics: age-specific patterns and super spreaders in South Korea
Yoon, G., Choi, H., Lee, H., Abdulali, A., Chowell, G., & Lee, S. (2026) · BMC Public Health · doi:10.1186/s12889-026-26712-x · Cited by 1 · see citing works
Fahmi, M. F. N., Nirwati, H., & Supriyati, S. (2021) · BIO Web of Conferences · doi:10.1051/bioconf/20214103006 · Cited by 1 · see citing works
Bassanello, M., Geppini, R., Bonsembiante, E., Coli, U., Farencena, A., D'Aquino, M., Gambaro, A., Buja, A., & Baldovin, T. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1223109 · Cited by 1 · see citing works
Youngui, B. T., Mambo, A., Machekano, R. N., Kana, R., Epée, E., Tenkeu, S. Z., Tsigaing, P. N., Ndongo, M. L. A., Njoukam, C. M., Bichara, L., et al. (2024) · EClinicalMedicine · doi:10.1016/j.eclinm.2024.102730 · Cited by 1 · see citing works
Privacy-Preserving Contact Tracing System based on a Publish-Subscribe Model
Silva, M. F. D., Santos, B. P., Rettore, P. H. L., & Mota, V. F. S. (2024) · Journal of Internet Services and Applications · doi:10.5753/jisa.2024.3781 · Cited by 1 · see citing works
Kumar, A. (2020) · medRxiv · doi:10.1101/2020.11.30.20240762
Moulds, S. P., Corsini, N., Ryder, J., & Calan, N. (2022) · Law in context · doi:10.26826/law-in-context.v37i3.172
Green, R. K., Manchola, C., Gerth‐Guyette, E., Silva, M. O., Stephanie, R., Soares, T. D. S., Gottin, L. B., Coelho, M., Green, K. E., Costa, A. D. T., et al. (2023) · PLoS ONE · doi:10.1371/journal.pone.0284659
Sánchez‐Recio, R., Samper-Pardo, M., Llopis-Lambán, R., Oliván‐Blázquez, B., Cerdán-Bernad, M., & Magallón-Botaya, R. M. (2023) · BMC Public Health · doi:10.1186/s12889-023-17088-3
Htun, Y. M., Maung, N. L., Ko, D. K., Htut, H. M., Phyo, M. K., Aung, W. L., Zaw, H. K., Min, A. K., Kyaw, A. P., Swe, T., et al. (2023) · Research Square · doi:10.21203/rs.3.rs-3764284/v1
Government Public Health Interventions: Crucial Steps in COVID-19 Pandemic in Iran
Gavgani, V. Z. (2022) · Depiction of Health · doi:10.34172/doh.2022.49
Helms, Y. B., Stein, M. L., Hamdiui, N., van der Meer, A., Ferreira, J. A., Crutzen, R., Timen, A., & Kretzschmar, M. (2024) · PLOS Digital Health · doi:10.1371/journal.pdig.0000425
Recommendations for United States Pandemic Prevention After COVID-19
Zhang, A., Asmis, R., & Israel, A.-Y. (2023) · Journal of Student Research · doi:10.47611/jsrhs.v12i4.5195
COVID-19 Cases and Factors Associated with 11 Indonesian Provinces, 2021
Wahidin, M., Ridwan, W. A., Lasut, D., Kurniawan, A., & Wardhani, Y. F. (2024) · Media Kesehatan Masyarakat Indonesia · doi:10.30597/mkmi.v20i1.26480
Spatial Proximity Distribution of COVID-19 in Iran (Panel: February 2019-February 2023).
Mottaghi, A., & Kya, M. A. (2024) · PubMed Central · doi:10.30476/ijms.2023.98665.3069
Zheng, Y., Zheng, B., Gong, X., Pān, H., Jiang, C., Mao, S., Lin, S., Jin, B., Kong, D., Yao, Y., et al. (2024) · BMJ Public Health · doi:10.1136/bmjph-2023-000154
Obstacles in Basic Health Service When Dealing with COVID-19: A Reflection for Improvement
Eyanoer, P. C., & Zaluchu, F. (2024) · Journal of Multidisciplinary Healthcare · doi:10.2147/jmdh.s446298
Scarvaglieri, C., Muntigl, P., & Graf, E.-M. (2024) · Frontiers research topics · doi:10.3389/978-2-8325-4828-8 · Cited by 1 · see citing works
Khogali, H., Chowdhury, J., Ravi, R. P., Osman, K., Bashab, H. M., Albayat, S., & Al-Romaihi, H. E. H. R. (2024) · Journal of Community Medicine & Public Health · doi:10.29011/2577-2228.100434
Aborujilah, A., Hammami, S., & Hasibul, K. (2024) · Lecture notes on data engineering and communications technologies · doi:10.1007/978-3-031-59711-4_2
Health Informatics for Contact Tracing in a Pandemic Response: A Perspective
Amao, L. K., & Faezipour, M. (2023) · International Conference on Computational Science and Computational Intelligence (CSCI) · doi:10.1109/csci62032.2023.00243
Ison, R. L. (2024) · Routledge eBooks · doi:10.4324/9781003280316-31
Wang, L., Wu, Y., He, Y., & Zhang, Y. (2024) · BMC Medical Research Methodology · doi:10.1186/s12874-024-02282-7
Malware Detection Among Contact Tracing Apps with Deep Learning
Kilanioti, I., & Papadopoulos, G. A. (2024) · Lecture notes in computer science · doi:10.1007/978-3-031-70819-0_11
Dresselhaus, I., Baier, C., Schiller, N. R., Brodzinski, A., Berens, M., Cristofolini, M., Gastmeier, P., Geffers, C., Gärtner, B. C., Kipp, F., et al. (2024) · Journal of Hospital Infection · doi:10.1016/j.jhin.2024.09.021
Park, J., & Rho, M. J. (2024) · Health Informatics Journal · doi:10.1177/14604582241294208
E.Hawdon, J., & Sedgwick, D. (2024) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-83608-624-620241009
Face-to-Face Interactions Estimated Using Mobile Phone Data to Support Contact Tracing Operations
Cumbane, S. P., Gidófalvi, G., Cossa, O. F., Júnior, A. M., Sousa, N., & Branco, F. (2024) · Big Data and Cognitive Computing · doi:10.3390/bdcc9010004
Ocagli, H., Marcolin, E., Re, F. D., Brigiari, G., Gentili, D., Mongillo, M., Tonon, M., Michieletto, F., Gregori, D., & Russo, F. (2025) · Healthcare · doi:10.3390/healthcare13030268
Preparedness and Emergency Responses in the Community
Lee, Q., Chau, C. L., Kwok, T., & Tse, G. (2025) · Quality of life in Asia · doi:10.1007/978-981-96-0817-1_31
Comparison of contact tracing methods: A modelling study
Tan, J. W., Kurupatham, L., Said, Z., Chan, J., Tan, K. B., Ho, M., Lee, V., & Cook, A. R. (2025) · Infectious Disease Modelling · doi:10.1016/j.idm.2025.05.007
Han, J. W., & Jung, E. (2025) · BMC Public Health · doi:10.1186/s12889-025-24862-y
Thielman, J., Degano, C., Gray, S., Chambers, A., & MacIntyre, E. (2025) · BMC Public Health · doi:10.1186/s12889-025-24737-2
Htun, Y. M., Maung, N. L., Ko, D. K., Htut, H. M., Phyo, M. K., Aung, W. L., Zaw, H. K., Min, A. K., Kyaw, A. P., Swe, T., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26719275
Htun, Y. M., Maung, N. L., Ko, D. K., Htut, H. M., Phyo, M. K., Aung, W. L., Zaw, H. K., Min, A. K., Kyaw, A. P., Swe, T., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26719272
Htun, Y. M., Maung, N. L., Ko, D. K., Htut, H. M., Phyo, M. K., Aung, W. L., Zaw, H. K., Min, A. K., Kyaw, A. P., Swe, T., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26719278
Kwong, Y., & Wong, M. Y. H. (2025) · Journal of Asian Public Policy · doi:10.1080/17516234.2025.2604084
Floyd, L. J., Doherty, I. A., Burford, T. I., & Kumar, D. (2026) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph23020267
Green carbon dots in infectious diseases
Dashtian, K., Esmaeili, A., Zare‐Dorabei, R., & Hajati, S. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-34121-2.00013-3 · Cited by 1 · see citing works
Höglund-Braun, H., Belhaj, S., Ehlkes, L., Geis, S., Walker, A., Dilthey, A., Rehmet, S., & Kuehne, A. (2026) · Journal of Public Health · doi:10.1007/s10389-026-02847-4
Jang, Y.-O., Yoon, K., Jo, S., Han, J., Kim, J. A., Baek, H. J., Jung, J., Joo, H. J., Jang, Y., Lee, J.-W., et al. (2026) · BMJ Open · doi:10.1136/bmjopen-2025-100066
COVID-19 Digital Proximity Tracing Apps
Lokshina, I. V., & Lanting, C. J. M. (2026) · Journal of Business Ecosystems · doi:10.4018/jbe.422705
- Authors
- Juneau, C.-E., Briand, A.-S., Collazzo, P., Siebert, U., & Pueyo, T.
- Affiliations
- Université de Montréal (CA)
- Universität für Weiterbildung Krems (AT)
- Harvard University (US)
- Corresponding author
- Collazzo, Pablo
- Venue
- Global Epidemiology
- Publisher
- Elsevier BV
- Published
- 2023-12
- Volume
- 5
- Pages
- 100103
- ISSN
- 2590-1133 (ISSN-L)
- PMC
- PMC9997056
- OpenAlex
- W4323667182
- Cited by
- 85
- References
- 68
- Citations by year
- 2026: 8 · 2025: 12 · 2024: 32 · 2023: 13 · 2022: 10 · 2021: 9 · 2020: 1
- FWCI
- 2.73
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Global Epidemiology (publishedVersion, cc-by)
- medRxiv (acceptedVersion)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Université de Montréal
- Topics
- Physical Sciences › Computer Science › Information Systems › COVID-19 Digital Contact Tracing
- Physical Sciences › Mathematics › Modeling and Simulation › COVID-19 epidemiological studies
- Health Sciences › Medicine › Epidemiology › Data-Driven Disease Surveillance
- Keywords
- contact tracing, COVID-19 pandemic, quarantine, isolation, reproduction number, disease transmission control, public health interventions
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