Skip to main content
Top
Published in: BMC Public Health 1/2024

Open Access 01-12-2024 | SARS-CoV-2 | Research

Looking under the lamp-post: quantifying the performance of contact tracing in the United States during the SARS-CoV-2 pandemic

Authors: Henry Bayly, Madison Stoddard, Debra Van Egeren, Eleanor J Murray, Julia Raifman, Arijit Chakravarty, Laura F White

Published in: BMC Public Health | Issue 1/2024

Login to get access

Abstract

Contact tracing forms a crucial part of the public-health toolbox in mitigating and understanding emergent pathogens and nascent disease outbreaks. Contact tracing in the United States was conducted during the pre-Omicron phase of the ongoing COVID-19 pandemic. This tracing relied on voluntary reporting and responses, often using rapid antigen tests due to lack of accessibility to PCR tests. These limitations, combined with SARS-CoV-2’s propensity for asymptomatic transmission, raise the question “how reliable was contact tracing for COVID-19 in the United States”? We answered this question using a Markov model to examine the efficiency with which transmission could be detected based on the design and response rates of contact tracing studies in the United States. Our results suggest that contact tracing protocols in the U.S. are unlikely to have identified more than 1.65% (95% uncertainty interval: 1.62-1.68%) of transmission events with PCR testing and 1.00% (95% uncertainty interval 0.98-1.02%) with rapid antigen testing. When considering a more robust contact tracing scenario, based on compliance rates in East Asia with PCR testing, this increases to 62.7% (95% uncertainty interval: 62.6-62.8%). We did not assume presence of asymptomatic transmission or superspreading, making our estimates upper bounds on the actual percentages traced. These findings highlight the limitations in interpretability for studies of SARS-CoV-2 disease spread based on U.S. contact tracing and underscore the vulnerability of the population to future disease outbreaks, for SARS-CoV-2 and other pathogens.
Appendix
Available only for authorised users
Literature
1.
go back to reference Brandt AM. The history of contact tracing and the Future of Public Health. Am J Public Health Am Public Health Association. 2022;112(8):1097–9.CrossRef Brandt AM. The history of contact tracing and the Future of Public Health. Am J Public Health Am Public Health Association. 2022;112(8):1097–9.CrossRef
2.
go back to reference He X, Lau EHY, Wu P, et al. Temporal dynamics in viral shedding and transmissibility of COVID-19. Nat Med. 2020;26(5):672–5.PubMedCrossRef He X, Lau EHY, Wu P, et al. Temporal dynamics in viral shedding and transmissibility of COVID-19. Nat Med. 2020;26(5):672–5.PubMedCrossRef
3.
go back to reference Sun K, Wang W, Gao L, et al. Transmission heterogeneities, kinetics, and controllability of SARS-CoV-2. Volume 371. Science. American Association for the Advancement of Science; 2021. p. eabe2424. 6526. Sun K, Wang W, Gao L, et al. Transmission heterogeneities, kinetics, and controllability of SARS-CoV-2. Volume 371. Science. American Association for the Advancement of Science; 2021. p. eabe2424. 6526.
4.
go back to reference Endo A, Centre for the Mathematical Modelling of Infectious Diseases COVID-19 Working Group, Abbott S, Kucharski AJ, Funk S. Estimating the overdispersion in COVID-19 transmission using outbreak sizes outside China. Wellcome Open Res. 2020;5:67.PubMedPubMedCentralCrossRef Endo A, Centre for the Mathematical Modelling of Infectious Diseases COVID-19 Working Group, Abbott S, Kucharski AJ, Funk S. Estimating the overdispersion in COVID-19 transmission using outbreak sizes outside China. Wellcome Open Res. 2020;5:67.PubMedPubMedCentralCrossRef
5.
go back to reference Lu J, Gu J, Li K, et al. COVID-19 Outbreak Associated with Air Conditioning in Restaurant, Guangzhou, China, 2020. Emerg Infect Dis. 2020;26(7):1628–31.PubMedPubMedCentralCrossRef Lu J, Gu J, Li K, et al. COVID-19 Outbreak Associated with Air Conditioning in Restaurant, Guangzhou, China, 2020. Emerg Infect Dis. 2020;26(7):1628–31.PubMedPubMedCentralCrossRef
6.
go back to reference Eichler N, Thornley C, Swadi T, et al. Transmission of severe Acute Respiratory Syndrome Coronavirus 2 during Border Quarantine and Air Travel, New Zealand (Aotearoa). Emerg Infect Dis. 2021;27(5):1274–8.PubMedPubMedCentralCrossRef Eichler N, Thornley C, Swadi T, et al. Transmission of severe Acute Respiratory Syndrome Coronavirus 2 during Border Quarantine and Air Travel, New Zealand (Aotearoa). Emerg Infect Dis. 2021;27(5):1274–8.PubMedPubMedCentralCrossRef
7.
go back to reference Kwon K-S, Park J-I, Park YJ, Jung D-M, Ryu K-W, Lee J-H. Evidence of Long-Distance Droplet transmission of SARS-CoV-2 by Direct Air Flow in a Restaurant in Korea. J Korean Med Sci. 2020;35(46):e415.PubMedPubMedCentralCrossRef Kwon K-S, Park J-I, Park YJ, Jung D-M, Ryu K-W, Lee J-H. Evidence of Long-Distance Droplet transmission of SARS-CoV-2 by Direct Air Flow in a Restaurant in Korea. J Korean Med Sci. 2020;35(46):e415.PubMedPubMedCentralCrossRef
9.
go back to reference Shen Y, Li C, Dong H et al. Airborne Transmission of COVID-19: epidemiologic evidence from two outbreak investigations. SSRN Electron J. 2020. Shen Y, Li C, Dong H et al. Airborne Transmission of COVID-19: epidemiologic evidence from two outbreak investigations. SSRN Electron J. 2020.
10.
12.
go back to reference Lu N, Cheng K-W, Qamar N, Huang K-C, Johnson JA. Weathering COVID-19 storm: successful control measures of five Asian countries. Am J Infect Control. 2020;48(7):851–2.PubMedPubMedCentralCrossRef Lu N, Cheng K-W, Qamar N, Huang K-C, Johnson JA. Weathering COVID-19 storm: successful control measures of five Asian countries. Am J Infect Control. 2020;48(7):851–2.PubMedPubMedCentralCrossRef
13.
go back to reference Zhou Y, Jiang H, Wang Q, Yang M, Chen Y, Jiang Q. Use of contact tracing, isolation, and mass testing to control transmission of covid-19 in China. BMJ. 2021;375:n2330.PubMedPubMedCentralCrossRef Zhou Y, Jiang H, Wang Q, Yang M, Chen Y, Jiang Q. Use of contact tracing, isolation, and mass testing to control transmission of covid-19 in China. BMJ. 2021;375:n2330.PubMedPubMedCentralCrossRef
14.
go back to reference El Guerche-Séblain C, Chakir L, Nageshwaran G, et al. Experience from five Asia-Pacific countries during the first wave of the COVID-19 pandemic: mitigation strategies and epidemiology outcomes. Travel Med Infect Dis. 2021;44:102171.PubMedPubMedCentralCrossRef El Guerche-Séblain C, Chakir L, Nageshwaran G, et al. Experience from five Asia-Pacific countries during the first wave of the COVID-19 pandemic: mitigation strategies and epidemiology outcomes. Travel Med Infect Dis. 2021;44:102171.PubMedPubMedCentralCrossRef
15.
go back to reference Jefferies S, French N, Gilkison C, et al. COVID-19 in New Zealand and the impact of the national response: a descriptive epidemiological study. Lancet Public Health. 2020;5(11):e612–23.PubMedPubMedCentralCrossRef Jefferies S, French N, Gilkison C, et al. COVID-19 in New Zealand and the impact of the national response: a descriptive epidemiological study. Lancet Public Health. 2020;5(11):e612–23.PubMedPubMedCentralCrossRef
16.
go back to reference Van Nguyen H, Lan Nguyen H, Thi Minh Dao A, et al. The COVID-19 pandemic in Australia: public health responses, opportunities and challenges. Int J Health Plann Manage. 2022;37(1):5–13.PubMedCrossRef Van Nguyen H, Lan Nguyen H, Thi Minh Dao A, et al. The COVID-19 pandemic in Australia: public health responses, opportunities and challenges. Int J Health Plann Manage. 2022;37(1):5–13.PubMedCrossRef
18.
go back to reference Van Nguyen Q, Cao DA, Nghiem SH. Spread of COVID-19 and policy responses in Vietnam: an overview. Int J Infect Dis IJID off Publ Int Soc Infect Dis. 2021;103:157–61. Van Nguyen Q, Cao DA, Nghiem SH. Spread of COVID-19 and policy responses in Vietnam: an overview. Int J Infect Dis IJID off Publ Int Soc Infect Dis. 2021;103:157–61.
20.
go back to reference Clark E, Chiao EY, Amirian ES. Why contact tracing efforts have failed to curb Coronavirus Disease 2019 (COVID-19) transmission in much of the United States. Clin Infect Dis off Publ Infect Dis Soc Am. 2021;72(9):e415–9.CrossRef Clark E, Chiao EY, Amirian ES. Why contact tracing efforts have failed to curb Coronavirus Disease 2019 (COVID-19) transmission in much of the United States. Clin Infect Dis off Publ Infect Dis Soc Am. 2021;72(9):e415–9.CrossRef
22.
go back to reference Lash RR, Donovan CV, Fleischauer AT, et al. COVID-19 contact tracing in two counties - North Carolina, June-July 2020. MMWR Morb Mortal Wkly Rep. 2020;69(38):1360–3.PubMedPubMedCentralCrossRef Lash RR, Donovan CV, Fleischauer AT, et al. COVID-19 contact tracing in two counties - North Carolina, June-July 2020. MMWR Morb Mortal Wkly Rep. 2020;69(38):1360–3.PubMedPubMedCentralCrossRef
24.
go back to reference Hendrix MJ, Walde C, Findley K, Trotman R. Absence of Apparent Transmission of SARS-CoV-2 from two stylists after exposure at a Hair Salon with a Universal Face Covering Policy - Springfield, Missouri, May 2020. MMWR Morb Mortal Wkly Rep. 2020;69(28):930–2.PubMedCrossRef Hendrix MJ, Walde C, Findley K, Trotman R. Absence of Apparent Transmission of SARS-CoV-2 from two stylists after exposure at a Hair Salon with a Universal Face Covering Policy - Springfield, Missouri, May 2020. MMWR Morb Mortal Wkly Rep. 2020;69(28):930–2.PubMedCrossRef
25.
go back to reference Doyle T, Kendrick K, Troelstrup T, et al. COVID-19 in primary and secondary school settings during the First Semester of School reopening - Florida, August-December 2020. MMWR Morb Mortal Wkly Rep. 2021;70(12):437–41.PubMedPubMedCentralCrossRef Doyle T, Kendrick K, Troelstrup T, et al. COVID-19 in primary and secondary school settings during the First Semester of School reopening - Florida, August-December 2020. MMWR Morb Mortal Wkly Rep. 2021;70(12):437–41.PubMedPubMedCentralCrossRef
27.
go back to reference Alimohamadi Y, Taghdir M, Sepandi M. Estimate of the Basic Reproduction Number for COVID-19: a systematic review and Meta-analysis. J Prev Med Pub Health Korean Soc Prev Med. 2020;53(3):151–7.CrossRef Alimohamadi Y, Taghdir M, Sepandi M. Estimate of the Basic Reproduction Number for COVID-19: a systematic review and Meta-analysis. J Prev Med Pub Health Korean Soc Prev Med. 2020;53(3):151–7.CrossRef
28.
go back to reference Nakajo K, Nishiura H. Exploring secondary SARS-CoV-2 transmission from asymptomatic cases using contact tracing data. Theor Biol Med Model. 2021;18(1):12.PubMedPubMedCentralCrossRef Nakajo K, Nishiura H. Exploring secondary SARS-CoV-2 transmission from asymptomatic cases using contact tracing data. Theor Biol Med Model. 2021;18(1):12.PubMedPubMedCentralCrossRef
29.
go back to reference Kinoshita R, Anzai A, Jung S-M, et al. Containment, contact tracing and asymptomatic transmission of Novel Coronavirus Disease (COVID-19): a modelling study. J Clin Med. 2020;9(10):3125.PubMedPubMedCentralCrossRef Kinoshita R, Anzai A, Jung S-M, et al. Containment, contact tracing and asymptomatic transmission of Novel Coronavirus Disease (COVID-19): a modelling study. J Clin Med. 2020;9(10):3125.PubMedPubMedCentralCrossRef
30.
go back to reference Viner RM, Mytton OT, Bonell C, et al. Susceptibility to SARS-CoV-2 infection among children and adolescents compared with adults: a systematic review and Meta-analysis. JAMA Pediatr. 2021;175(2):143–56.PubMedCrossRef Viner RM, Mytton OT, Bonell C, et al. Susceptibility to SARS-CoV-2 infection among children and adolescents compared with adults: a systematic review and Meta-analysis. JAMA Pediatr. 2021;175(2):143–56.PubMedCrossRef
31.
go back to reference Kim J, Choe YJ, Lee J, et al. Role of children in household transmission of COVID-19. Arch Dis Child. 2021;106(7):709–11.PubMedCrossRef Kim J, Choe YJ, Lee J, et al. Role of children in household transmission of COVID-19. Arch Dis Child. 2021;106(7):709–11.PubMedCrossRef
32.
go back to reference Yung CF, Kam K, Nadua KD, et al. Novel coronavirus 2019 transmission risk in Educational Settings. Clin Infect Dis. 2021;72(6):1055–8.PubMedCrossRef Yung CF, Kam K, Nadua KD, et al. Novel coronavirus 2019 transmission risk in Educational Settings. Clin Infect Dis. 2021;72(6):1055–8.PubMedCrossRef
37.
go back to reference Even the Official Motorcycle Brand of the Sturgis Rally Thinks the Mass Gathering. Is Too Risky [Internet]. [cited 2022 Nov 26]. Available from: https://news.yahoo.com/even-official-motorcycle-brand-sturgis091043595.html?guce_referrer=aHR0cHM6Ly9lbi53aWtpcGVkaWEub3JnLw&guce_referrer_sig=AQAAAE-Mbd02M7hUYmmufo9DeJ5BTNfsZOc1Z4B0b2yq9vvRmYegzua-r6eYCg3WWyq8Hfffeq2WkWB6sR3jX1eeVKlMA_74t-hd-vLk798wTDPvXiizPqVBjiNMviJblOYBHfn-7EGUdE_4PeQ7N-eYEcch3PJ4C_8Tsi26OG7TPWAT&guccounter=2. Even the Official Motorcycle Brand of the Sturgis Rally Thinks the Mass Gathering. Is Too Risky [Internet]. [cited 2022 Nov 26]. Available from: https://​news.​yahoo.​com/​even-official-motorcycle-brand-sturgis091043595.html?guce_referrer=aHR0cHM6Ly9lbi53aWtpcGVkaWEub3JnLw&guce_referrer_sig=AQAAAE-Mbd02M7hUYmmufo9DeJ5BTNfsZOc1Z4B0b2yq9vvRmYegzua-r6eYCg3WWyq8Hfffeq2WkWB6sR3jX1eeVKlMA_74t-hd-vLk798wTDPvXiizPqVBjiNMviJblOYBHfn-7EGUdE_4PeQ7N-eYEcch3PJ4C_8Tsi26OG7TPWAT&guccounter=2.
40.
go back to reference Dave D, McNichols D, Sabia JJ. The contagion externality of a superspreading event: the Sturgis Motorcycle Rally and COVID-19. South Econ J. 2021;87(3):769–807.PubMedCrossRef Dave D, McNichols D, Sabia JJ. The contagion externality of a superspreading event: the Sturgis Motorcycle Rally and COVID-19. South Econ J. 2021;87(3):769–807.PubMedCrossRef
45.
go back to reference Bonacci RA, Manahan LM, Miller JS, et al. COVID-19 contact tracing outcomes in Washington State, August and October 2020. Front Public Health. 2021;9:782296.PubMedPubMedCentralCrossRef Bonacci RA, Manahan LM, Miller JS, et al. COVID-19 contact tracing outcomes in Washington State, August and October 2020. Front Public Health. 2021;9:782296.PubMedPubMedCentralCrossRef
46.
go back to reference Shelby T, Schenck C, Weeks B, et al. Lessons learned from COVID-19 contact tracing during a Public Health emergency: a prospective implementation study. Front Public Health. 2021;9:721952.PubMedPubMedCentralCrossRef Shelby T, Schenck C, Weeks B, et al. Lessons learned from COVID-19 contact tracing during a Public Health emergency: a prospective implementation study. Front Public Health. 2021;9:721952.PubMedPubMedCentralCrossRef
47.
go back to reference Kortela E, Kirjavainen V, Ahava MJ, et al. Real-life clinical sensitivity of SARS-CoV-2 RT-PCR test in symptomatic patients. PLoS ONE. 2021;16(5):e0251661.PubMedPubMedCentralCrossRef Kortela E, Kirjavainen V, Ahava MJ, et al. Real-life clinical sensitivity of SARS-CoV-2 RT-PCR test in symptomatic patients. PLoS ONE. 2021;16(5):e0251661.PubMedPubMedCentralCrossRef
48.
49.
go back to reference Cheng H-Y, Jian S-W, Liu D-P, et al. Contact tracing Assessment of COVID-19 Transmission dynamics in Taiwan and Risk at different exposure periods before and after Symptom Onset. JAMA Intern Med. 2020;180(9):1156–63.PubMedPubMedCentralCrossRef Cheng H-Y, Jian S-W, Liu D-P, et al. Contact tracing Assessment of COVID-19 Transmission dynamics in Taiwan and Risk at different exposure periods before and after Symptom Onset. JAMA Intern Med. 2020;180(9):1156–63.PubMedPubMedCentralCrossRef
50.
go back to reference Hood JE, Kubiak RW, Avoundjian T, et al. A multifaceted evaluation of a COVID-19 contact tracing program in King County, Washington. J Public Health Manag Pract JPHMP. 2022;28(4):334–43.PubMed Hood JE, Kubiak RW, Avoundjian T, et al. A multifaceted evaluation of a COVID-19 contact tracing program in King County, Washington. J Public Health Manag Pract JPHMP. 2022;28(4):334–43.PubMed
53.
go back to reference Lewis D. Why many countries failed at COVID contact-tracing — but some got it right. Nature. 2020;588(7838):384–7.ADSPubMedCrossRef Lewis D. Why many countries failed at COVID contact-tracing — but some got it right. Nature. 2020;588(7838):384–7.ADSPubMedCrossRef
55.
go back to reference Tulchinsky TH. John Snow, Cholera, the Broad Street Pump; Waterborne diseases then and now. Case Stud Public Health. 2018;:77–99. Tulchinsky TH. John Snow, Cholera, the Broad Street Pump; Waterborne diseases then and now. Case Stud Public Health. 2018;:77–99.
60.
go back to reference Falk A, Benda A, Falk P, Steffen S, Wallace Z, Høeg TB. COVID-19 cases and transmission in 17 K-12 schools - Wood County, Wisconsin, August 31-November 29, 2020. MMWR Morb Mortal Wkly Rep. 2021;70(4):136–40.PubMedPubMedCentralCrossRef Falk A, Benda A, Falk P, Steffen S, Wallace Z, Høeg TB. COVID-19 cases and transmission in 17 K-12 schools - Wood County, Wisconsin, August 31-November 29, 2020. MMWR Morb Mortal Wkly Rep. 2021;70(4):136–40.PubMedPubMedCentralCrossRef
62.
go back to reference Zimmerman KO, Akinboyo IC, Brookhart MA, et al. Incidence and secondary transmission of SARS-CoV-2 infections in schools. Pediatrics. 2021;147(4):e2020048090.PubMedCrossRef Zimmerman KO, Akinboyo IC, Brookhart MA, et al. Incidence and secondary transmission of SARS-CoV-2 infections in schools. Pediatrics. 2021;147(4):e2020048090.PubMedCrossRef
63.
go back to reference Johnson KE, Lachmann M, Stoddard M et al. Detecting in-school transmission of SARS-CoV-2 from case ratios and documented clusters. MedRxiv Prepr Serv Health Sci. 2021;:2021.04.26.21256136. Johnson KE, Lachmann M, Stoddard M et al. Detecting in-school transmission of SARS-CoV-2 from case ratios and documented clusters. MedRxiv Prepr Serv Health Sci. 2021;:2021.04.26.21256136.
64.
go back to reference White LF, Murray EJ, Chakravarty A. The role of schools in driving SARS-CoV-2 transmission: not just an open-and-shut case. Cell Rep Med. 2022;3(3):100556.PubMedPubMedCentralCrossRef White LF, Murray EJ, Chakravarty A. The role of schools in driving SARS-CoV-2 transmission: not just an open-and-shut case. Cell Rep Med. 2022;3(3):100556.PubMedPubMedCentralCrossRef
66.
go back to reference Meuris C, Kremer C, Geerinck A, et al. Transmission of SARS-CoV-2 after COVID-19 screening and Mitigation Measures for Primary School Children Attending School in Liège, Belgium. JAMA Netw Open. 2021;4(10):e2128757.PubMedPubMedCentralCrossRef Meuris C, Kremer C, Geerinck A, et al. Transmission of SARS-CoV-2 after COVID-19 screening and Mitigation Measures for Primary School Children Attending School in Liège, Belgium. JAMA Netw Open. 2021;4(10):e2128757.PubMedPubMedCentralCrossRef
67.
go back to reference Torres JP, Piñera C, De La Maza V, et al. Severe Acute Respiratory Syndrome Coronavirus 2 antibody prevalence in blood in a large School Community subject to a Coronavirus Disease 2019 outbreak: a cross-sectional study. Clin Infect Dis off Publ Infect Dis Soc Am. 2021;73(2):e458–65.CrossRef Torres JP, Piñera C, De La Maza V, et al. Severe Acute Respiratory Syndrome Coronavirus 2 antibody prevalence in blood in a large School Community subject to a Coronavirus Disease 2019 outbreak: a cross-sectional study. Clin Infect Dis off Publ Infect Dis Soc Am. 2021;73(2):e458–65.CrossRef
68.
go back to reference Gold JAW, Gettings JR, Kimball A, et al. Clusters of SARS-CoV-2 infection among Elementary School educators and students in one School District - Georgia, December 2020-January 2021. MMWR Morb Mortal Wkly Rep. 2021;70(8):289–92.PubMedPubMedCentralCrossRef Gold JAW, Gettings JR, Kimball A, et al. Clusters of SARS-CoV-2 infection among Elementary School educators and students in one School District - Georgia, December 2020-January 2021. MMWR Morb Mortal Wkly Rep. 2021;70(8):289–92.PubMedPubMedCentralCrossRef
69.
go back to reference Fontanet A, Tondeur L, Grant R, et al. SARS-CoV-2 infection in schools in a northern French city: a retrospective serological cohort study in an area of high transmission, France, January to April 2020. Euro Surveill Bull Eur Sur Mal Transm Eur Commun Dis Bull. 2021;26(15):2001695. Fontanet A, Tondeur L, Grant R, et al. SARS-CoV-2 infection in schools in a northern French city: a retrospective serological cohort study in an area of high transmission, France, January to April 2020. Euro Surveill Bull Eur Sur Mal Transm Eur Commun Dis Bull. 2021;26(15):2001695.
70.
go back to reference Crowe J, Schnaubelt AT, SchmidtBonne S, et al. Assessment of a program for SARS-CoV-2 screening and Environmental Monitoring in an Urban Public School District. JAMA Netw Open. 2021;4(9):e2126447.PubMedPubMedCentralCrossRef Crowe J, Schnaubelt AT, SchmidtBonne S, et al. Assessment of a program for SARS-CoV-2 screening and Environmental Monitoring in an Urban Public School District. JAMA Netw Open. 2021;4(9):e2126447.PubMedPubMedCentralCrossRef
71.
go back to reference Buja A, Zabeo F, Cristofori V, et al. Opening schools and trends in SARS-CoV-2 transmission in European Countries. Int J Public Health. 2021;66:1604076.PubMedPubMedCentralCrossRef Buja A, Zabeo F, Cristofori V, et al. Opening schools and trends in SARS-CoV-2 transmission in European Countries. Int J Public Health. 2021;66:1604076.PubMedPubMedCentralCrossRef
72.
go back to reference Llupià A, Borràs-Santos A, Guinovart C, Utzet M, Moriña D, Puig J. SARS-CoV-2 transmission in students of public schools of Catalonia (Spain) after a month of reopening. PLoS ONE. 2021;16(5):e0251593.PubMedPubMedCentralCrossRef Llupià A, Borràs-Santos A, Guinovart C, Utzet M, Moriña D, Puig J. SARS-CoV-2 transmission in students of public schools of Catalonia (Spain) after a month of reopening. PLoS ONE. 2021;16(5):e0251593.PubMedPubMedCentralCrossRef
73.
go back to reference Theuring S, Thielecke M, van Loon W, et al. SARS-CoV-2 infection and transmission in school settings during the second COVID-19 wave: a cross-sectional study, Berlin, Germany, November 2020. Euro Surveill Bull Eur Sur Mal Transm Eur Commun Dis Bull. 2021;26(34):2100184. Theuring S, Thielecke M, van Loon W, et al. SARS-CoV-2 infection and transmission in school settings during the second COVID-19 wave: a cross-sectional study, Berlin, Germany, November 2020. Euro Surveill Bull Eur Sur Mal Transm Eur Commun Dis Bull. 2021;26(34):2100184.
74.
go back to reference Cowger TL, Murray EJ, Clarke J, et al. Lifting Universal Masking in Schools — Covid-19 incidence among students and staff. N Engl J Med Mass Med Soc. 2022;387(21):1935–46.CrossRef Cowger TL, Murray EJ, Clarke J, et al. Lifting Universal Masking in Schools — Covid-19 incidence among students and staff. N Engl J Med Mass Med Soc. 2022;387(21):1935–46.CrossRef
75.
go back to reference Lei H, Xu X, Xiao S, Wu X, Shu Y. Household transmission of COVID-19-a systematic review and meta-analysis. J Infect. Elsevier; 2020; 81(6):979–997. Lei H, Xu X, Xiao S, Wu X, Shu Y. Household transmission of COVID-19-a systematic review and meta-analysis. J Infect. Elsevier; 2020; 81(6):979–997.
76.
go back to reference Nir-Paz R, Grotto I, Strolov I, et al. Absence of in-flight transmission of SARS-CoV-2 likely due to use of face masks on board. J Travel Med. 2020;27(8):taaa117.PubMedCrossRef Nir-Paz R, Grotto I, Strolov I, et al. Absence of in-flight transmission of SARS-CoV-2 likely due to use of face masks on board. J Travel Med. 2020;27(8):taaa117.PubMedCrossRef
77.
go back to reference Saretzki C, Bergmann O, Dahmann P, et al. Are small airplanes safe with regards to COVID-19 transmission? J Travel Med. 2021;28(7):taab105.PubMedCrossRef Saretzki C, Bergmann O, Dahmann P, et al. Are small airplanes safe with regards to COVID-19 transmission? J Travel Med. 2021;28(7):taab105.PubMedCrossRef
78.
79.
go back to reference Guo Q, Wang J, Estill J, et al. Risk of COVID-19 transmission aboard aircraft: an Epidemiological Analysis Based on the National Health Information Platform. Int J Infect Dis IJID off Publ Int Soc Infect Dis. 2022;118:270–6. Guo Q, Wang J, Estill J, et al. Risk of COVID-19 transmission aboard aircraft: an Epidemiological Analysis Based on the National Health Information Platform. Int J Infect Dis IJID off Publ Int Soc Infect Dis. 2022;118:270–6.
81.
go back to reference Yang N, Shen Y, Shi C, et al. In-flight transmission cluster of COVID-19: a retrospective case series. Infect Dis Lond Engl. 2020;52(12):891–901.CrossRef Yang N, Shen Y, Shi C, et al. In-flight transmission cluster of COVID-19: a retrospective case series. Infect Dis Lond Engl. 2020;52(12):891–901.CrossRef
82.
go back to reference Bae SH, Shin H, Koo H-Y, Lee SW, Yang JM, Yon DK. Asymptomatic transmission of SARS-CoV-2 on Evacuation Flight. Emerg Infect Dis. 2020;26(11):2705–8.PubMedPubMedCentralCrossRef Bae SH, Shin H, Koo H-Y, Lee SW, Yang JM, Yon DK. Asymptomatic transmission of SARS-CoV-2 on Evacuation Flight. Emerg Infect Dis. 2020;26(11):2705–8.PubMedPubMedCentralCrossRef
83.
go back to reference Kretzschmar ME, Rozhnova G, Bootsma MCJ, van Boven M, van de Wijgert JHHM, Bonten MJM. Impact of delays on effectiveness of contact tracing strategies for COVID-19: a modelling study. Lancet Public Health. 2020;5(8):e452–9.PubMedPubMedCentralCrossRef Kretzschmar ME, Rozhnova G, Bootsma MCJ, van Boven M, van de Wijgert JHHM, Bonten MJM. Impact of delays on effectiveness of contact tracing strategies for COVID-19: a modelling study. Lancet Public Health. 2020;5(8):e452–9.PubMedPubMedCentralCrossRef
86.
go back to reference Tan J, Ge Y, Martinez L, et al. Transmission roles of symptomatic and asymptomatic COVID-19 cases: a modelling study. Epidemiol Infect. 2022;150:e171.PubMedCrossRef Tan J, Ge Y, Martinez L, et al. Transmission roles of symptomatic and asymptomatic COVID-19 cases: a modelling study. Epidemiol Infect. 2022;150:e171.PubMedCrossRef
88.
go back to reference Moghadas SM, Fitzpatrick MC, Sah P, et al. The implications of silent transmission for the control of COVID-19 outbreaks. Proc Natl Acad Sci U S A. 2020;117(30):17513–5.ADSPubMedPubMedCentralCrossRef Moghadas SM, Fitzpatrick MC, Sah P, et al. The implications of silent transmission for the control of COVID-19 outbreaks. Proc Natl Acad Sci U S A. 2020;117(30):17513–5.ADSPubMedPubMedCentralCrossRef
90.
go back to reference Chen PZ, Koopmans M, Fisman DN, Gu FX. Understanding why superspreading drives the COVID-19 pandemic but not the H1N1 pandemic. Lancet Infect Dis Elsevier. 2021;21(9):1203–4.CrossRef Chen PZ, Koopmans M, Fisman DN, Gu FX. Understanding why superspreading drives the COVID-19 pandemic but not the H1N1 pandemic. Lancet Infect Dis Elsevier. 2021;21(9):1203–4.CrossRef
93.
go back to reference Gupta M, Parameswaran GG, Sra MS, et al. Contact tracing of COVID-19 in Karnataka, India: Superspreading and determinants of infectiousness and symptomatic infection. PLoS ONE. 2022;17(7):e0270789.PubMedPubMedCentralCrossRef Gupta M, Parameswaran GG, Sra MS, et al. Contact tracing of COVID-19 in Karnataka, India: Superspreading and determinants of infectiousness and symptomatic infection. PLoS ONE. 2022;17(7):e0270789.PubMedPubMedCentralCrossRef
94.
95.
go back to reference A National Plan. To Enable Comprehensive COVID-19 Case Finding and contact tracing in the US.:16. A National Plan. To Enable Comprehensive COVID-19 Case Finding and contact tracing in the US.:16.
97.
go back to reference Bradshaw WJ, Alley EC, Huggins JH, Lloyd AL, Esvelt KM. Bidirectional contact tracing could dramatically improve COVID-19 control. Nat Commun Nat Publishing Group. 2021;12(1):232.CrossRef Bradshaw WJ, Alley EC, Huggins JH, Lloyd AL, Esvelt KM. Bidirectional contact tracing could dramatically improve COVID-19 control. Nat Commun Nat Publishing Group. 2021;12(1):232.CrossRef
99.
go back to reference Endo A, Centre for the Mathematical Modelling of Infectious Diseases COVID-19 Working Group, Leclerc QJ, et al. Implication of backward contact tracing in the presence of overdispersed transmission in COVID-19 outbreaks. Wellcome Open Res. 2020;5:239.PubMedCrossRef Endo A, Centre for the Mathematical Modelling of Infectious Diseases COVID-19 Working Group, Leclerc QJ, et al. Implication of backward contact tracing in the presence of overdispersed transmission in COVID-19 outbreaks. Wellcome Open Res. 2020;5:239.PubMedCrossRef
100.
go back to reference Amara PS, Platt JE, Raj M, Nong P. Learning about COVID-19: sources of information, public trust, and contact tracing during the pandemic. BMC Public Health. 2022;22(1):1348.PubMedPubMedCentralCrossRef Amara PS, Platt JE, Raj M, Nong P. Learning about COVID-19: sources of information, public trust, and contact tracing during the pandemic. BMC Public Health. 2022;22(1):1348.PubMedPubMedCentralCrossRef
101.
go back to reference Samuel G, Lucivero F, Johnson S, Diedericks H. Ecologies of Public Trust: the NHS COVID-19 contact tracing app. J Bioethical Inq. 2021;18(4):595–608.CrossRef Samuel G, Lucivero F, Johnson S, Diedericks H. Ecologies of Public Trust: the NHS COVID-19 contact tracing app. J Bioethical Inq. 2021;18(4):595–608.CrossRef
102.
go back to reference Brandt AM. No magic bullet: a Social History of Venereal Disease in the United States since 1880- 35th Anniversary Edition. Oxford University Press; 2020. Brandt AM. No magic bullet: a Social History of Venereal Disease in the United States since 1880- 35th Anniversary Edition. Oxford University Press; 2020.
103.
go back to reference El-Sadr WM, Platt J, Bernitz M, Reyes M. Contact tracing: barriers and facilitators. Am J Public Health Am Public Health Association. 2022;112(7):1025–33.CrossRef El-Sadr WM, Platt J, Bernitz M, Reyes M. Contact tracing: barriers and facilitators. Am J Public Health Am Public Health Association. 2022;112(7):1025–33.CrossRef
104.
go back to reference Tanase L-M, Kerr J, Freeman ALJ, Schneider CR. COVID-19 risk perception and hoax beliefs in the US immediately before and after the announcement of President Trump’s diagnosis. R Soc Open Sci Royal Soc; 9(8):212013. Tanase L-M, Kerr J, Freeman ALJ, Schneider CR. COVID-19 risk perception and hoax beliefs in the US immediately before and after the announcement of President Trump’s diagnosis. R Soc Open Sci Royal Soc; 9(8):212013.
107.
go back to reference Davis EL, Lucas TCD, Borlase A, et al. Contact tracing is an imperfect tool for controlling COVID-19 transmission and relies on population adherence. Nat Commun Nat Publishing Group. 2021;12(1):5412.ADSCrossRef Davis EL, Lucas TCD, Borlase A, et al. Contact tracing is an imperfect tool for controlling COVID-19 transmission and relies on population adherence. Nat Commun Nat Publishing Group. 2021;12(1):5412.ADSCrossRef
108.
go back to reference Chu VT, Schwartz NG, Donnelly MAP, et al. Comparison of Home Antigen Testing with RT-PCR and viral culture during the course of SARS-CoV-2 infection. JAMA Intern Med. 2022;182(7):701–9.PubMedPubMedCentralCrossRef Chu VT, Schwartz NG, Donnelly MAP, et al. Comparison of Home Antigen Testing with RT-PCR and viral culture during the course of SARS-CoV-2 infection. JAMA Intern Med. 2022;182(7):701–9.PubMedPubMedCentralCrossRef
109.
go back to reference Miller JS, Bonacci RA, Lash RR, et al. COVID-19 Case Investigation and contact tracing in Central Washington State, June-July 2020. J Community Health. 2021;46(5):918–21.PubMedPubMedCentralCrossRef Miller JS, Bonacci RA, Lash RR, et al. COVID-19 Case Investigation and contact tracing in Central Washington State, June-July 2020. J Community Health. 2021;46(5):918–21.PubMedPubMedCentralCrossRef
110.
go back to reference Stargel A, Taylor MM, Zansky S, Spencer K, Hogben M, Shultz A. Case Investigation and contact tracing efforts from Health departments in the United States, November 2020–December 2021. Clin Infect Dis off Publ Infect Dis Soc Am. 2022;:ciac442. Stargel A, Taylor MM, Zansky S, Spencer K, Hogben M, Shultz A. Case Investigation and contact tracing efforts from Health departments in the United States, November 2020–December 2021. Clin Infect Dis off Publ Infect Dis Soc Am. 2022;:ciac442.
112.
go back to reference Spencer KD, Chung CL, Stargel A, et al. COVID-19 case investigation and contact tracing efforts from Health departments - United States, June 25-July 24, 2020. MMWR Morb Mortal Wkly Rep. 2021;70(3):83–7.PubMedPubMedCentralCrossRef Spencer KD, Chung CL, Stargel A, et al. COVID-19 case investigation and contact tracing efforts from Health departments - United States, June 25-July 24, 2020. MMWR Morb Mortal Wkly Rep. 2021;70(3):83–7.PubMedPubMedCentralCrossRef
113.
go back to reference Kanu FA, Smith EE, Offutt-Powell T, Hong R, Dinh T-H, Pevzner E. Declines in SARS-CoV-2 transmission, hospitalizations, and Mortality after implementation of Mitigation Measures— Delaware, March–June 2020. Morb Mortal Wkly Rep. 2020;69(45):1691–4.CrossRef Kanu FA, Smith EE, Offutt-Powell T, Hong R, Dinh T-H, Pevzner E. Declines in SARS-CoV-2 transmission, hospitalizations, and Mortality after implementation of Mitigation Measures— Delaware, March–June 2020. Morb Mortal Wkly Rep. 2020;69(45):1691–4.CrossRef
114.
go back to reference Sachdev DD, Brosnan HK, Reid MJA, et al. Outcomes of contact tracing in San Francisco, California—Test and Trace during Shelter-in-place. JAMA Intern Med. 2021;181(3):381–3.PubMedCrossRef Sachdev DD, Brosnan HK, Reid MJA, et al. Outcomes of contact tracing in San Francisco, California—Test and Trace during Shelter-in-place. JAMA Intern Med. 2021;181(3):381–3.PubMedCrossRef
115.
go back to reference Sachdev DD, Chew Ng R, Sankaran M, et al. Contact-tracing outcomes among Household contacts of fully vaccinated Coronavirus Disease 2019 (COVID-19) patients: San Francisco, California, 29 January-2 July 2021. Clin Infect Dis off Publ Infect Dis Soc Am. 2022;75(1):e267–75.CrossRef Sachdev DD, Chew Ng R, Sankaran M, et al. Contact-tracing outcomes among Household contacts of fully vaccinated Coronavirus Disease 2019 (COVID-19) patients: San Francisco, California, 29 January-2 July 2021. Clin Infect Dis off Publ Infect Dis Soc Am. 2022;75(1):e267–75.CrossRef
116.
go back to reference Jones A, Fialkowski V, Prinzing L, Trites J, Kelso P, Levine M. Assessment of Day-7 Postexposure Testing of Asymptomatic contacts of COVID-19 patients to Evaluate Early Release from Quarantine - Vermont, May-November 2020. MMWR Morb Mortal Wkly Rep. 2021;70(1):12–3.PubMedPubMedCentralCrossRef Jones A, Fialkowski V, Prinzing L, Trites J, Kelso P, Levine M. Assessment of Day-7 Postexposure Testing of Asymptomatic contacts of COVID-19 patients to Evaluate Early Release from Quarantine - Vermont, May-November 2020. MMWR Morb Mortal Wkly Rep. 2021;70(1):12–3.PubMedPubMedCentralCrossRef
118.
go back to reference Atherstone C, Siegel M, Schmitt-Matzen E, et al. SARS-CoV-2 Transmission Associated with High School Wrestling tournaments - Florida, December 2020-January 2021. MMWR Morb Mortal Wkly Rep. 2021;70(4):141–3.PubMedPubMedCentralCrossRef Atherstone C, Siegel M, Schmitt-Matzen E, et al. SARS-CoV-2 Transmission Associated with High School Wrestling tournaments - Florida, December 2020-January 2021. MMWR Morb Mortal Wkly Rep. 2021;70(4):141–3.PubMedPubMedCentralCrossRef
Metadata
Title
Looking under the lamp-post: quantifying the performance of contact tracing in the United States during the SARS-CoV-2 pandemic
Authors
Henry Bayly
Madison Stoddard
Debra Van Egeren
Eleanor J Murray
Julia Raifman
Arijit Chakravarty
Laura F White
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2024
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-024-18012-z

Other articles of this Issue 1/2024

BMC Public Health 1/2024 Go to the issue