Facilitators and barriers to engagement with contact tracing during infectious disease outbreaks: a rapid review of the evidence
Open accessAbstract
BACKGROUND: Until a vaccine is developed, a test, trace and isolate strategy is the most effective method of controlling the COVID-19 outbreak. Contact tracing and case isolation are common methods for controlling infectious disease outbreaks. However, the effectiveness of any contact tracing system rests on public engagement. Numerous factors may influence an individual's willingness to engage with a contact tracing system. Understanding these factors has become urgent during the COVID-19 pandemic. OBJECTIVE: To identify facilitators and barriers to uptake of, and engagement with, contact tracing during infectious disease outbreaks. METHOD: A rapid systematic review was conducted to identify papers based on primary research, written in English, and that assessed facilitators, barriers, and other factors associated with the uptake of, and engagement with, a contact tracing system. PRINCIPAL FINDINGS: Four themes were identified as facilitators to the uptake of, and engagement with, contact tracing: collective responsibility; personal benefit; co-production of contact tracing systems; and the perception of the system as efficient, rigorous and reliable. Five themes were identified as barriers to the uptake of, and engagement with, contact tracing: privacy concerns; mistrust and/or apprehension; unmet need for more information and support; fear of stigmatization; and mode-specific challenges. CONCLUSIONS: By focusing on the factors that have been identified, contact tracing services are more likely to get people to engage with them, identify more potentially ill contacts, and reduce transmission.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement
Moher, D., Liberati, A., Tetzlaff, J., & Altman, D. G. (2010) · International Journal of Surgery · doi:10.1016/j.ijsu.2010.02.007 · Cited by 12,156 · see citing works
Methods for the thematic synthesis of qualitative research in systematic reviews
Thomas, J., & Harden, A. (2008) · BMC Medical Research Methodology · doi:10.1186/1471-2288-8-45 · Cited by 9,312 · see citing works
Social Learning Theory and the Health Belief Model
Rosenstock, I. M., Strecher, V. J., & Becker, M. H. (1988) · Health Education Quarterly · doi:10.1177/109019818801500203 · Cited by 5,564 · see citing works
Thematic networks: an analytic tool for qualitative research
Attride-Stirling, J. (2001) · Qualitative Research · doi:10.1177/146879410100100307 · Cited by 5,506 · see citing works
Critical appraisal skills programme
Singh, J. (2013) · Journal of Pharmacology and Pharmacotherapeutics · doi:10.4103/0976-500x.107697 · Cited by 2,571 · see citing works
Selecting, designing, and developing your questionnaire
Boynton, P., & Greenhalgh, T. (2004) · BMJ · doi:10.1136/bmj.328.7451.1312 · Cited by 1,087 · see citing works
Kucharski, 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
How to improve adherence with quarantine: rapid review of the evidence
Webster, R. K., Brooks, S. K., Smith, L. E., Woodland, L., Wessely, S., & Rubin, G. J. (2020) · Public Health · doi:10.1016/j.puhe.2020.03.007 · Cited by 422 · see citing works
Self-citationAcceptability of App-Based Contact Tracing for COVID-19: Cross-Country Survey Study
Altmann, S., Milsom, L. H., Zillessen, H., Blasone, R., Gerdon, F., Bach, R. L., Kreuter, F., Nosenzo, D., Toussaert, S., & Abeler, J. (2020) · JMIR mhealth and uhealth · doi:10.2196/19857 · Cited by 405 · 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
The Efficacy of Contact Tracing for the Containment of the 2019 Novel Coronavirus (COVID-19)Preprint
Keeling, M. J., Hollingsworth, T. D., & Read, J. M. (2020) · medRxiv · doi:10.1101/2020.02.14.20023036 · Cited by 173 · see citing works
Kucharski, A. J., Klepac, P., Conlan, A. J. K., et al. (2020) · medRxiv · doi:10.1101/2020.04.23.20077024 · Cited by 158 · see citing works
Public attitudes towards COVID‐19 contact tracing apps: A UK‐based focus group study
Williams, S. N., Armitage, C. J., Tampe, T., & Dienes, K. (2021) · Health Expectations · doi:10.1111/hex.13179 · Cited by 144 · see citing works
Caleo, G., Duncombe, J., Jephcott, F. L., Lokuge, K., Mills, C., Looijen, E., Theoharaki, F., Kremer, R., Kleijer, K., Squire, J. S., et al. (2018) · BMC Public Health · doi:10.1186/s12889-018-5158-6 · Cited by 141 · see citing works
Community engagement for health system resilience: evidence from Liberia’s Ebola epidemic
Barker, K. M., Ling, E. J., Fallah, M. P., VanDeBogert, B., Kodl, Y., Macauley, R., Viswanath, K., & Kruk, M. E. (2019) · Health Policy and Planning · doi:10.1093/heapol/czz174 · Cited by 126 · see citing works
Thomas, R., Michaleff, Z. A., Greenwood, H., Abukmail, E., & Glasziou, P. (2020) · JMIR Public Health and Surveillance · doi:10.2196/23081 · Cited by 92 · see citing works
Role of contact tracing in containing the 2014 Ebola outbreak: a review
Shrivastava, S. R., & Prateek, S. (2017) · African Health Sciences · doi:10.4314/ahs.v17i1.28 · Cited by 87 · see citing works
Olu, O. O., Lamunu, M., Nanyunja, M., Dafae, F. M., Samba, T., Sempiira, N., Kuti-George, F., Abebe, F. Z., Sensasi, B., Chimbaru, A., et al. (2016) · Frontiers in Public Health · doi:10.3389/fpubh.2016.00130 · Cited by 60 · see citing works
Jansen-Kosterink, S. M., Hurmuz, M. Z. M., den Ouden, M. E. M., & van Velsen, L. (2021) · JMIR Formative Research · doi:10.2196/28416 · Cited by 59 · see citing works
Addressing contact tracing challenges—critical to halting Ebola virus disease transmission
Greiner, A. L., Angelo, K. M., McCollum, A. M., Mirkovic, K. R., Arthur, R. R., & Angulo, F. J. (2015) · International Journal of Infectious Diseases · doi:10.1016/j.ijid.2015.10.025 · Cited by 57 · see citing works
Acceptability of app-based contact tracing for COVID-19: Cross-country survey evidencePreprint
Altmann, S., Milsom, L. H., Zillessen, H., et al. (2020) · medRxiv · doi:10.1101/2020.05.05.20091587 · Cited by 49 · see citing works
Public attitudes towards COVID-19 contact tracing apps: A UK-based focus group studyPreprint
Williams, S. N., Armitage, C. J., Tampe, T., et al. (2020) · medRxiv · doi:10.1101/2020.05.14.20102269 · Cited by 45 · see citing works
Bächtiger, P., Adamson, A., Quint, J. K., & Peters, N. S. (2020) · npj Digital Medicine · doi:10.1038/s41746-020-00357-5 · Cited by 40 · see citing works
Covid-19 contact tracing: a briefing
Baraniuk, C. (2020) · BMJ · doi:10.1136/bmj.m1859 · Cited by 33 · see citing works
Jansen-Kosterink, S. M., Hurmuz, M. Z. M., den Ouden, M. E. M., et al. (2020) · medRxiv · doi:10.1101/2020.06.02.20113423 · Cited by 26 · see citing works
Carter, P., Megnin‐Viggars, O., & Rubin, G. J. (2021) · Health Security · doi:10.1089/hs.2020.0126 · Cited by 22 · see citing works
Self-citationAcceptability of App-Based Contact Tracing for COVID-19: Cross-Country Survey Study (Preprint)Preprint
Altmann, S., Milsom, L. H., Zillessen, H., et al. (2020) · doi:10.2196/preprints.19857 · Cited by 20 · see citing works
More than privacy: Australians’ concerns and misconceptions about the COVIDSafe AppPreprint
Thomas, R., Michaleff, Z. A., Greenwood, H., et al. (2020) · medRxiv · doi:10.1101/2020.06.09.20126110 · Cited by 11 · see citing works
Learning from the challenges of Ebola Virus Disease contact tracers in Sierra Leone, February, 2015.
Ilesanmi, O. S. (2015) · Europe PMC (PubMed Central) · doi:10.11694/pamj.supp.2015.22.1.6537 · Cited by 10 · see citing works
Helms, Y. B., Hamdiui, N., Eilers, R., Hoebe, C. J. P. A., Dukers–Muijrers, N. H. T. M., van den Kerkhof, H., Timen, A., & Stein, M. L. (2021) · BMC Infectious Diseases · doi:10.1186/s12879-021-06052-4 · Cited by 8 · see citing works
Learning from the challenges of Ebola Virus Disease contact tracers in Sierra Leone, February, 2015
Ilesanmi, O. S. (2015) · Pan African Medical Journal · doi:10.11604/pamj.supp.2015.22.1.6537 · Cited by 8 · see citing works
Bächtiger, P., Adamson, A., Quint, J. K., et al. (2020) · medRxiv · doi:10.1101/2020.06.03.20120337 · Cited by 7 · see citing works
Limb, M. K. (2020) · BMJ · doi:10.1136/bmj.m3065 · Cited by 6 · see citing works
Test, track, and trace: How is the NHSX Covid app performing in a hospital setting?Preprint
Filer, J. L., & Gheorghiu, D. (2020) · medRxiv · doi:10.1101/2020.06.01.20116590 · Cited by 5 · see citing works
Thomas, R., Michaleff, Z. A., Greenwood, H., et al. (2020) · doi:10.2196/preprints.23081 · Cited by 2 · see citing works
Helms, Y. B., Hamdiui, N., Eilers, R., et al. (2020) · medRxiv · doi:10.1101/2020.06.24.20138024 · Cited by 1 · see citing works
Carter, P., Megnin‐Viggars, O., & Rubin, G. J. (2020) · medRxiv · doi:10.1101/2020.07.23.20159897 · Cited by 1 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 2
- [9]Ada Lovelace Institute. Exit through the app store? a rapid evidence review on the technical considerations and societal implications of using technology to transition from the COVID-19 crisis. 20 April 2020. https://www.adalovelaceinstitute.org/exit-through-the-app-store-how-the-uk-government-should-use-technology-to-transition-from-the-covid-19-global-public-health-crisis/
- [13]BMJ: Critical appraisal checklist for a questionaire study. BMJ 2004; 328. https://www.bmj.com/content/328/7451/1312/related.
Cited by
Sorted by citations
Health systems resilience in managing the COVID-19 pandemic: lessons from 28 countries
Haldane, V., De Foo, C., Abdalla, S. M., Jung, A.-S., Tan, M., Wu, S., Chua, A., Verma, M., Shrestha, P., Singh, S., et al. (2021) · Nature Medicine · doi:10.1038/s41591-021-01381-y · Cited by 1,264 · see citing works
The Lancet Commission on lessons for the future from the COVID-19 pandemic
Sachs, J. D., Karim, S. S. A., Aknin, L., Allen, J., Brosbøl, K., Colombo, F., Barron, G. C., Espinosa, M. F., Gaspar, V., Gaviria, A., et al. (2022) · The Lancet · doi:10.1016/s0140-6736(22)01585-9 · Cited by 842 · see citing works
COVID-19 Prevention and Control Measures in Workplace Settings: A Rapid Review and Meta-Analysis
Ingram, C., Downey, V., Roe, M., Chen, Y., Archibald, M., Kallas, K.-A., Kumar, J., Naughton, P., Uteh, C. O., Rojas-Chaves, A., et al. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18157847 · Cited by 129 · see citing works
Scognamiglio, F., Sancino, A., Calò, F., Jacklin‐Jarvis, C., & Rees, J. (2022) · Public Administration · doi:10.1111/padm.12875 · Cited by 85 · see citing works
Digital Contact Tracing Applications during COVID-19: A Scoping Review about Public Acceptance
Zetterholm, M. V., Lin, Y., & Jokela, P. (2021) · Informatics · doi:10.3390/informatics8030048 · Cited by 58 · see citing works
Leong, S., Eom, K., Ishii, K., Aichberger, M. C., Fetz, K., Müller, T., Kim, H. S., & Sherman, D. K. (2022) · PLoS ONE · doi:10.1371/journal.pone.0275388 · Cited by 54 · see citing works
Kahnbach, L., Lehr, D., Brandenburger, J., Mallwitz, T., Jent, S., Hannibal, S., Funk, B., & Janneck, M. (2021) · Journal of Medical Internet Research · doi:10.2196/27989 · Cited by 51 · see citing works
Contact Tracing: Barriers and Facilitators
El-Sadr, W. M., Platt, J., Bernitz, M., & Reyes, M. (2022) · American Journal of Public Health · doi:10.2105/ajph.2022.306842 · Cited by 49 · see citing works
Predictors of contact tracing app adoption: Integrating the UTAUT, HBM and contextual factors
van der Waal, N. E., de Wit, J., Bol, N., Ebbers, W. E., Hooft, L., Metting, E., & van der Laan, L. N. (2022) · Technology in Society · doi:10.1016/j.techsoc.2022.102101 · Cited by 47 · see citing works
Vecino-Ortiz, A. I., Villanueva-Congote, J., Zapata-Bedoya, S., & Cucunubá, Z. M. (2021) · PLoS ONE · doi:10.1371/journal.pone.0246987 · Cited by 39 · see citing works
Exploring the drivers and barriers to uptake for digital contact tracing
Chen, A. T.-Y., & Thio, K. (2021) · Social Sciences & Humanities Open · doi:10.1016/j.ssaho.2021.100212 · Cited by 34 · see citing works
Usability, inclusivity, and content evaluation of COVID-19 contact tracing apps in the United States
Blacklow, S. O., Lisker, S., Ng, M. Y., Sarkar, U., & Lyles, C. R. (2021) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocab093 · Cited by 27 · see citing works
Jeon, S., Rainisch, G., Lash, R. R., Moonan, P. K., Oeltmann, J. E., Greening, B., Adhikari, B. B., Contact Tracing Impact Group, & Meltzer, M. I. (2021) · Journal of Public Health Management and Practice · doi:10.1097/phh.0000000000001420 · Cited by 26 · see citing works
Cheng, V. C., Siu, G. G., Wong, S., Au, A. K.-W., Ng, C. S.-F., Chen, H., Li, X., Lee, L.-K., Leung, J. S.-L., Lu, K. K., et al. (2021) · The Lancet Regional Health - Western Pacific · doi:10.1016/j.lanwpc.2021.100281 · Cited by 25 · see citing works
Designing Better Exposure Notification Apps: The Role of Persuasive Design
Oyibo, K., & Morita, P. P. (2021) · JMIR Public Health and Surveillance · doi:10.2196/28956 · Cited by 22 · see citing works
Saheb, T., Sabour, E., Qanbary, F., & Saheb, T. (2021) · Technology in Society · doi:10.1016/j.techsoc.2022.101968 · Cited by 22 · see citing works
Zaildo, T., Santino, T. A., Chaves, G., da Silva, B. A. K., Alchieri, J. C., Patino, C. M., Leite, S., Luz, K. G., Guerra, R. O., Penha, T. H. S., et al. (2023) · European Respiratory Review · doi:10.1183/16000617.0238-2022 · Cited by 18 · see citing works
The barriers and enablers to downloading the COVIDSafe app – a topic modelling analysis
Smoll, N. R., Walker, J., & Khandaker, G. (2021) · Australian and New Zealand Journal of Public Health · doi:10.1111/1753-6405.13119 · Cited by 18 · see citing works
Co-creating social licence for sharing health and care data
Fylan, F., & Fylan, B. (2021) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2021.104439 · Cited by 16 · see citing works
The psychological reassurance effect of mobile tracing apps in Covid-19 Era
Kurtaliqi, F., Zaman, M., & Sohier, R. (2022) · Computers in Human Behavior · doi:10.1016/j.chb.2022.107210 · Cited by 16 · see citing works
Lin‐Hi, N., Haensse, L., Hollands, L., & Blumberg, I. (2023) · Journal of Decision System · doi:10.1080/12460125.2023.2171390 · Cited by 14 · see citing works
Nong, P., Raj, M., Trinidad, M. G., Rowe, Z. E., & Platt, J. E. (2021) · Social Science & Medicine · doi:10.1016/j.socscimed.2021.114379 · Cited by 14 · see citing works
Mahendradhata, Y., Lestari, T., & Djalante, R. (2022) · PLoS ONE · doi:10.1371/journal.pone.0275153 · Cited by 14 · see citing works
Privacy Concerns Go Hand in Hand with Lack of Knowledge: The Case of the German Corona-Warn-App
Pape, S., Harborth, D., & Kröger, J. L. (2021) · IFIP advances in information and communication technology · doi:10.1007/978-3-030-78120-0_17 · Cited by 13 · see citing works
Use of clinical data to augment healthcare worker contact tracing during the COVID-19 pandemic
Hong, P. J., Herigon, J. C., Uptegraft, C. C., Samuel, B., Brown, D., Bickel, J. P., & Hron, J. D. (2021) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocab231 · Cited by 13 · see citing works
Ryan, R. E., Silke, C., Parkhill, A., Virgona, A., Merner, B., Hurley, S., Walsh, L., de Moel‐Mandel, C., Schonfeld, L., Edwards, A., et al. (2023) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd015144 · Cited by 12 · see citing works
Technology intervention for preventing COVID-19 outbreak
Pandey, P., & Litoriya, R. (2021) · Information Technology and People · doi:10.1108/itp-05-2020-0298 · Cited by 11 · see citing works
Isonne, C., Blasiis, M. R. D., Turatto, F., Mazzalai, E., Marzuillo, C., Vito, C. D., Villari, P., & Baccolini, V. (2022) · Life · doi:10.3390/life12060871 · Cited by 11 · see citing works
Understanding Cultural Influence on Perspectives Around Contact Tracing Strategies
Lu, X., Jo, E., Park, S., Hong, H., Chen, Y., & Epstein, D. A. (2022) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3555569 · Cited by 10 · see citing works
Lavorgna, A., Ugwudike, P., Carr, L. A., Benitez, Y. S., & Rekha, G. S. (2021) · Law Technology and Humans · doi:10.5204/lthj.2012 · Cited by 10 · see citing works
Huang, Z., Tay, E., Wee, D., Guo, H., Lim, H. Y.-F., & Chow, A. L. (2022) · JMIR Formative Research · doi:10.2196/33314 · Cited by 10 · see citing works
Wileden, L., Anthony, D. L., Campos‐Castillo, C., & Morenoff, J. D. (2022) · JMIR Public Health and Surveillance · doi:10.2196/39002 · Cited by 8 · see citing works
Bondaronek, P., Papakonstantinou, T., Stefanidou, C., & Chadborn, T. (2023) · Public Health in Practice · doi:10.1016/j.puhip.2023.100401 · Cited by 8 · see citing works
African Americans views of COVID-19 contact tracing and testing
Kas-Osoka, C., Moss, J., Alexander, L. R., Davis, J. S., Parham, I., Barré, I., & Cunningham‐Erves, J. (2022) · American Journal of Infection Control · doi:10.1016/j.ajic.2022.02.032 · Cited by 8 · see citing works
Wang, Y., Faradiba, D., Vilas, V. D. R., Asaria, M., Chen, Y. T., Babigumira, J. B., Dabak, S. V., & Wee, H. L. (2022) · International Journal of Public Health · doi:10.3389/ijph.2022.1604958 · Cited by 7 · see citing works
A case for location based contact tracing
Pokharel, A., Soulé, R., & Silberschatz, A. (2021) · Health Care Management Science · doi:10.1007/s10729-021-09567-z · Cited by 6 · see citing works
Zakaria, C., Foong, P. S., Lim, C. S., Pakianathan, P. V. S., Koh, G. C. H., & Perrault, S. T. (2022) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3491102.3517595 · Cited by 6 · see citing works
Antecedents predicting digital contact tracing acceptance: a systematic review and meta-analysis
Kuo, K.-M. (2023) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-023-02313-1 · Cited by 6 · see citing works
Verdonck, K., Morreel, S., Vanhamel, J., Vuylsteke, B., Nöstlinger, C., Laga, M., & van Olmen, J. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1000617 · Cited by 6 · see citing works
CovidTrak: A Vision on Social Intelligence-Empowered COVID-19 Contact Tracing
Rashid, M. T., & Wang, D. (2022) · IEEE Transactions on Computational Social Systems · doi:10.1109/tcss.2022.3195103 · Cited by 5 · see citing works
Aranda, Z., Vázquez, S., Gopaluni, A., Martínez, L., Ramírez, M., Jimenez, A., Bernal-Serrano, D., Rodríguez, A. L., Chacón-Hernández, S. S. T., Vargas, B., et al. (2024) · BMC Health Services Research · doi:10.1186/s12913-024-10590-3 · Cited by 5 · see citing works
Perceived Privacy Problems Within Digital Contact Tracing: A Study Among Swedish Citizens
Padyab, A. M., & Kävrestad, J. (2021) · IFIP advances in information and communication technology · doi:10.1007/978-3-030-78120-0_18 · Cited by 5 · see citing works
Ha, S., Yangchen, S., & Assan, A. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.908410 · Cited by 5 · see citing works
Helms, Y. B., Stein, M. L., Hamdiui, N., van der Meer, A., Baron, R., Eilers, R., Crutzen, R., Kretzschmar, M., & Timen, A. (2022) · BMC Health Services Research · doi:10.1186/s12913-022-08764-y · Cited by 5 · see citing works
Simwinga, M., Mahlatsi, P., Molale, M. G., Witola, G., Mshanga, I., Katende, B., Amstutz, A., Reither, K., Shanaube, K., Motlomelo, M., et al. (2023) · PLOS Global Public Health · doi:10.1371/journal.pgph.0002430 · Cited by 5 · see citing works
Bauer, C., Li, X., Zhang, K., Lee, M., Guajardo, E., Fisher‐Hoch, S. P., McCormick, J. B., Fernández, M. E., & Reininger, B. M. (2022) · American Journal of Public Health · doi:10.2105/ajph.2022.307127 · Cited by 4 · see citing works
The feasibility of targeted test-trace-isolate for the control of SARS-CoV-2 variants
Bradshaw, W. J., Huggins, J. H., Lloyd, A. L., & Esvelt, K. M. (2021) · F1000Research · doi:10.12688/f1000research.51164.1 · Cited by 4 · see citing works
A Cross Platform Contact Tracing Mobile Application for COVID-19 Infections using Deep Learning
Kalezhi, J., Chibuluma, M., Chembe, C., Chama, V., Lungo, F., & Kunda, D. (2022) · International Journal of Advanced Computer Science and Applications · doi:10.14569/ijacsa.2022.0130872 · Cited by 4 · see citing works
Shelby, T., Arechiga, C., Gupta, A. J., Hennein, R., Schenck, C. S., Weeks, B., Bond, M., Niccolai, L. M., Davis, J. L., & Grau, L. E. (2022) · BMC Public Health · doi:10.1186/s12889-022-14265-8 · Cited by 4 · see citing works
Vo, A. T., Majnoonian, A., Ni, J., Garfein, R. S., Guerra, A. W., & Fielding-Miller, R. K. (2023) · Journal of School Health · doi:10.1111/josh.13308 · 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
Anyfantakis, D., Mantadaki, A. E., Mastronikolis, S. N., Spandidos, D. A., & Symvoulakis, E. K. (2021) · Experimental and Therapeutic Medicine · doi:10.3892/etm.2021.10471 · 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
Reimagining Wearable-Based Digital Contact Tracing: Insights from Kenya and Côte d'Ivoire
Niksirat, K. S., Munyendo, C. W., Neto, O. L., Katya, M., Kouassi, C. N., Ochieng, K., Angoa, G., Olayo, B., Barras, J.-P., Cattuto, C., et al. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713817 · Cited by 3 · see citing works
Barnes-Josiah, D. L., Kundeti, H., & Cramer, D. W. (2022) · Journal of Public Health Management and Practice · doi:10.1097/phh.0000000000001622 · Cited by 3 · see citing works
Joseph, H. A., Ingber, S. Z., Austin, C., Westnedge, C., Strona, F. V., Lee, L., Shah, A. B., Roper, L., & Patel, A. (2021) · JMIR Public Health and Surveillance · doi:10.2196/32680 · Cited by 3 · see citing works
van der Meer, A., Helms, Y. B., Baron, R., Crutzen, R., Timen, A., Kretzschmar, M., Stein, M. L., & Hamdiui, N. (2023) · BMC Public Health · doi:10.1186/s12889-023-16664-x · Cited by 2 · see citing works
Silberberg, B., Young, C., Bag, S. K., Moreira, C., Norton, S., Wells, J., & Shaban, R. Z. (2023) · Australian and New Zealand Journal of Public Health · doi:10.1016/j.anzjph.2023.100087 · Cited by 2 · see citing works
Islam, M. S., VOGT, F. M., King, C. L., & Sheel, M. (2024) · PLOS Global Public Health · doi:10.1371/journal.pgph.0003121 · Cited by 2 · see citing works
Mevissen, F. E. F., van Deursen, B., Voeten, H. A. C. M., & Watzeels, A. (2023) · Journal of Public Health Research · doi:10.1177/22799036231208325 · Cited by 2 · see citing works
Yoon, J. C., Prieto, J., Shah, S., Clark, J., Chamberlain, A. T., & Holland, D. P. (2021) · Journal of Public Health · doi:10.1093/pubmed/fdab174 · Cited by 2 · see citing works
Machado, F. V., Rech, C. M., Pinto, R. S., & Kujawa, H. A. (2023) · Cuadernos de Educación y Desarrollo · doi:10.55905/cuadv15n8-010 · Cited by 2 · see citing works
COVID-19 and mobile applications: A survey
Mushib, S. M., & Ali, I. T. (2024) · AIP conference proceedings · doi:10.1063/5.0190478 · Cited by 1 · see citing works
Cobb, S., Schrode, K. M., Siddiq, H., Boyce, S., Taylor, K., Vargas, R., & Harawa, N. T. (2024) · Health Equity · doi:10.1089/heq.2023.0243 · Cited by 1 · see citing works
Helms, Y. B., van der Meer, A., Crutzen, R., Ferreira, J. A., Kretzschmar, M., Timen, A., Hamdiui, N., & Stein, M. L. (2024) · JMIR Public Health and Surveillance · doi:10.2196/56943 · Cited by 1 · see citing works
Sánchez-Valdivia, N., Barbaglia, G., Olivella-Cirici, M., Girona, N., Gotsens, M., Garrido, A., Rius, C., Bartrolí, M., & Pérez, G. (2023) · Harm Reduction Journal · doi:10.1186/s12954-023-00804-y · Cited by 1 · see citing works
Baron, R., Hamdiui, N., Helms, Y. B., Crutzen, R., Götz, H. M., & Stein, M. L. (2023) · JMIR Research Protocols · doi:10.2196/44728 · Cited by 1 · see citing works
Adoption of a COVID-19 Contact Tracing App by Czech Youth: Cross-Cultural Replication Study
Doležel, M., & Smutný, Z. (2023) · JMIR Human Factors · doi:10.2196/45481 · Cited by 1 · see citing works
Cunningham‐Erves, J., Davis, J. S., Stewart, E. C., Crowther, V. B., & George, W. (2024) · Elsevier eBooks · doi:10.1016/b978-0-323-95650-5.00013-6 · Cited by 1 · see citing works
Graph Learning for Bidirectional Disease Contact Tracing on Real Human Mobility Data
Hurtado, S., & Mărculescu, R. (2025) · Lecture notes in social networks · doi:10.1007/978-3-031-85386-9_15 · Cited by 1 · see citing works
Ross, G. M. (2022) · Journal of Location Based Services · doi:10.1080/17489725.2022.2046877 · Cited by 1 · see citing works
Ha, S., Yangchen, S., & Assan, A. (2022) · Research Square · doi:10.21203/rs.3.rs-1495158/v1 · Cited by 1 · see citing works
COVID-19 contact tracing during first delta wave, Lebanon, 2021Preprint
Baakliny, M., Naim, J., Hage, A., Tohmeh, T., Malak, R. A., Bassila, J., Sweidan, H., Zein, M., Wehbeh, D., Chaalan, K., et al. (2022) · medRxiv · doi:10.1101/2022.01.31.22268856
Formation à l’enquête d’entourage durant la pandémie du SARS-CoV-2. L’exemple du canton de Vaud
Reymond, A., Ho, L. K. S., Gillieron, S., Ochs, J., Kokkinakis, I., & von Plessen, C. (2021) · JMIG · doi:10.53738/revmed.2021.17.759.2010
Strategies and interventions (including behaviour modification) to reduce HIV transmission in the UK
(2022) · Journal of Clinical Images and Medical Case Reports · doi:10.52768/2766-7820/1986
Atkinson, C., Barrow, J., & Earnshaw, P. G. (2023) · International Journal of Health Governance · doi:10.1108/ijhg-01-2023-0005
COVID-19 contact tracing at work in Belgium - how tracers tweak guidelines for the better
Kieltyka, J., Ghattas, J., Ruppol, S., Nicaise, P., Raymenants, J., & Speybroeck, N. (2023) · BMC Public Health · doi:10.1186/s12889-023-16911-1
Hashibah, H., Mayasari, W., & Syukriani, Y. F. (2023) · Poltekita Jurnal Ilmu Kesehatan · doi:10.33860/jik.v17i3.2262
Analiza uporabe aplikacije za sledenje stikov med mladimi: študija primera Nemčije
Masnec, L., & Trkman, M. (2024) · Uporabna informatika · doi:10.31449/upinf.223
Astorino, J. A. (2024) · The Blackwell Encyclopedia of Sociology · doi:10.1002/9781405165518.wbeos2072
Contact tracing in epidemiology: Lessons learnt from COVID-19
Akindahunsi, T., Adeoye, V., Faderin, E., Idowu, O. A., Chukwuka, C. I., & Adesina, O. B. (2022) · Magna Scientia Advanced Research and Reviews · doi:10.30574/msarr.2022.4.1.0083
Fulton, J. P., Bertrand, T. E., Khanna, A. S., Steingrimsson, J. A., Hogan, J. W., MacAskill, M., Bhattarai, L., Novitsky, V., Gillani, F. S., Guang, A., et al. (2025) · AIDS and Behavior · doi:10.1007/s10461-025-04796-7
Perceptions of the Effect of COVID-19 on the Health of Mapuche Young Adults in Chile
Olivella-Cirici, M., Molina, X., Olea, M. J. M., López, J. V., Correa-Matus, E., Pasarín, M. I., Poblete, C. M., & Pérez, G. (2025) · International Indigenous Policy Journal · doi:10.18584/iipj.2025.16.1.18461
Factors affecting public health follow up of acute hepatitis B cases in England
Jennings, L., Morton, W., Vivancos, R., Clough, H. E., & Kliner, M. (2025) · Public Health · doi:10.1016/j.puhe.2025.105959
A Mixed-methods Study to Identify Behaviors of High-performing Contact Tracers
Tsai, J., Grace, A., & Johnson, P. (2025) · Journal of Public Health Management and Practice · doi:10.1097/phh.0000000000002244
Thielman, J., Degano, C., Gray, S., Chambers, A., & MacIntyre, E. (2025) · BMC Public Health · doi:10.1186/s12889-025-24737-2
Aranda, Z., Vázquez, S., Gopaluni, A., Martínez, L., Ramírez, M., Jimenez, A., Bernal, D., Rodríguez, A. L., Chacón-Hernández, S. S. T., Vargas, B., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26668986
Shelby, T., Arechiga, C., Gupta, A. J., Hennein, R., Schenck, C., Weeks, B., Bond, M., Niccolai, L., Davis, J. L., & Grau, L. E. (2022) · Figshare · doi:10.6084/m9.figshare.21397872
Kieltyka, J., Ghattas, J., Ruppol, S., Nicaise, P., Raymenants, J., & Speybroeck, N. (2024) · Figshare · doi:10.6084/m9.figshare.26635362
Shi, Y., Han, Y., Huo, J., Chen, H., An, X.-J., Jin, X., ZhiMin, Y., Xu, N., Zhang, X., Chen, M., et al. (2026) · Frontiers in Public Health · doi:10.3389/fpubh.2025.1689070
Meagher, N., Hettiarachchi, D., Hawkins, M., Tavlian, S., Spirkoska, V., McVernon, J., Carville, K. S., Price, D. J., Villanueva‐Cabezas, J. P., & Marcato, A. J. (2026) · BMC Public Health · doi:10.1186/s12889-026-29314-9
Community-engaged COVID-19 contact tracing initiative in Chicago
Kim, S. J., McWhirter, N., Lee, S., Patel, A., Hebert‐Beirne, J., Hershow, R. C., & Stiehl, E. (2026) · Journal of Clinical and Translational Science · doi:10.1017/cts.2026.10744
Daly, S., & Stokes, G. (2026) · International Journal of Drug Policy · doi:10.1016/j.drugpo.2026.105416
Milazzo, A., Giles, L. C., Sathiananthan, M. K., Hanson‐Easey, S., Flood, L., & Marshall, H. S. (2026) · Asia Pacific Journal of Public Health · doi:10.1177/10105395261474917
Discrimination and technology-based disease control
Aichberger, M. C., Fetz, K., Leong, S., Kim, H. S., Sherman, D. K., & Müller, T. (2026) · PLoS ONE · doi:10.1371/journal.pone.0357004
- Authors
- Megnin-Viggars, O., Carter, P., Melendez-Torres, G. J., Weston, D., & Rubin, G. J.
- Affiliations
- University College London (GB)
- Public Health England (GB)
- King's College London (GB)
- Venue
- PLOS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2020-10-29
- Volume
- 15
- Issue
- 10
- Pages
- e0241473
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC7595276
- OpenAlex
- W3097958417
- Cited by
- 95
- References
- 28
- Citations by year
- 2026: 5 · 2025: 8 · 2024: 10 · 2023: 18 · 2022: 28 · 2021: 26
- FWCI
- 16.94
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- PLoS ONE (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- UCL Discovery (University College London) (submittedVersion)
- Research Portal (King's College London) (submittedVersion, other-oa)
- Funders
- Go-Science
- National Institute for Health Research Health Protection Research Unit (NIHR HPRU) in Emergency Preparedness and Response
- National Institute for Health Research Health Protection Research Unit (NIHR HPRU) in Behaviour Change and Evaluation
- Topics
- Physical Sciences › Computer Science › Information Systems › COVID-19 Digital Contact Tracing
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Health Sciences › Medicine › Epidemiology › Data-Driven Disease Surveillance
- Keywords
- contact tracing, COVID-19 pandemic, infectious disease outbreaks, citizen participation, willingness to engage, barriers and facilitators, collective responsibility, privacy concerns, distrust, stigmatization, co-production, case isolation
- MeSH terms
- Betacoronavirus, COVID-19, SARS-CoV-2, Disease Outbreaks, Humans, Patient Participation, Pneumonia, Viral, Social Responsibility, Stereotyping, Contact Tracing, Coronavirus Infections, Privacy, Trust, Pandemics
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review