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Create a publications page for storing all CTIS publications
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docs/symptom-survey/end-of-survey.md

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---
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title: End of CTIS Data Collection
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parent: COVID-19 Trends and Impact Survey
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nav_order: 10
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nav_order: 11
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---
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# End of CTIS Data Collection

docs/symptom-survey/index.md

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Maryland](https://covidmap.umd.edu/). Data collection [ceased on June 25,
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2022](end-of-survey.md).
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The [survey results dashboard](https://delphi.cmu.edu/covidcast/survey-results/)
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provides a high-level summary of survey results. Geographically aggregated data
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from this survey is publicly available through the [COVIDcast API](../api/covidcast.md)
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as the [`fb-survey` data source](../api/covidcast-signals/fb-survey.md). Demographic breakdowns of survey
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data are publicly available as [downloadable contingency tables](contingency-tables.md).
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The [CTIS Methodology
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Report](https://dataforgood.facebook.com/dfg/resources/CTIS-methodology-report)
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describes the survey design, data collection process, weighting, and aggregation
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If you have questions about the survey or getting access to data, contact us at
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## Results
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The [survey results dashboard](https://delphi.cmu.edu/covidcast/survey-results/)
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provides a high-level summary of survey results. Geographically aggregated data
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from this survey is publicly available through the [COVIDcast API](../api/covidcast.md)
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as the [`fb-survey` data source](../api/covidcast-signals/fb-survey.md). Demographic breakdowns of survey
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data are publicly available as [downloadable contingency tables](contingency-tables.md).
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CTIS data has been used in [numerous peer-reviewed publications](publications.md).
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## Credits
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The US COVID-19 Trends and Impact Survey (CTIS) is a project of the [Delphi

docs/symptom-survey/publications.md

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---
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title: Publications
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parent: COVID-19 Trends and Impact Survey
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nav_order: 10
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---
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# Publications Using CTIS
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Since 2020, academic and nonprofit researchers have used data from the US
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COVID-19 Trends and Impact Survey in peer-reviewed research publications.
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Our primary description of the survey and its results over the first year of
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operation was published as part of the [special feature "Beyond Cases and
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Deaths: The Benefits of Auxiliary Data Streams in Tracking the COVID-19
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Pandemic"](https://www.pnas.org/topic/548) in *PNAS*:
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- J. Salomon, A. Reinhart, A. Bilinski, E. J. Chua, W. La Motte-Kerr, M. M.
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Rönn, M. B. Reitsma, K. A. Morris, S. LaRocca, T. H. Farag, F. Kreuter, R.
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Rosenfeld, and R. J. Tibshirani (2021). [The US COVID-19 Trends and Impact
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Survey: Continuous real-time measurement of COVID-19 symptoms, risks,
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protective behaviors, testing, and
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vaccination](https://doi.org/10.1073/pnas.2111454118). *Proceedings of the
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National Academy of Sciences* 118 (51) e2111454118.
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Other research publications using the survey data include:
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- Anzalone AJ, Sun J, Vinson AJ, Beasley WH, Hillegass WB, Murray K, et al.
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(2023). [Community risks for SARS-CoV-2 infection among fully vaccinated US
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adults by rurality: A retrospective cohort study from the National COVID
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Cohort Collaborative](https://doi.org/10.1371/journal.pone.0279968). *PLoS
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ONE* 18(1): e0279968.
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- Rufino, J., Baquero, C., Frey, D. et al (2023). [Using survey data to estimate
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the impact of the omicron variant on vaccine efficacy against COVID-19
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infection](https://doi.org/10.1038/s41598-023-27951-3). *Scientific Reports*
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13, 900 (2023).
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- Rader, B., Astley, C.M., Sewalk, K. et al (2022). [Spatial modeling of vaccine
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deserts as barriers to controlling
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SARS-CoV-2](https://doi.org/10.1038/s43856-022-00183-8). *Communications
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Medicine* 2, 141.
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- C. Lupton-Smith, E. Badillo Goicoechea, M. Collins, J. Lessler, M. K.
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Grabowski & E. A. Stuart (2022). [Consistency between Household and County
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Measures of Onsite Schooling during the COVID-19
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Pandemic](https://doi.org/10.1080/19345747.2022.2131660). *Journal of Research
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on Educational Effectiveness*.
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- Nguyen, Q.C., Yardi, I., Gutierrez, F.X.M. et al. (2022). [Leveraging 13
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million responses to the U.S. COVID-19 Trends and Impact Survey to examine
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vaccine hesitancy, vaccination, and mask wearing, January 2021-February
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2022](https://doi.org/10.1186/s12889-022-14286-3). *BMC Public Health* 22,
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1911.
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- J. G. Lu (2022). [Two large-scale global studies on COVID-19 vaccine hesitancy
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over time: Culture, uncertainty avoidance, and vaccine side-effect
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concerns](https://doi.org/10.1037/pspa0000320). *Journal of Personality and
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Social Psychology*.
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- J. M. Cox-Ganser, P. K. Henneberger, D. N. Weissman, G. Guthrie, and C. P.
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Groth (2022). [COVID-19 test positivity by occupation using the Delphi US
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COVID-19 Trends and Impact Survey, September–November
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2020](https://doi.org/10.1002/ajim.23410). *American Journal of Industrial
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Medicine* 65 (9), 721-730.
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- M. Jahja, A. Chin, and R.J. Tibshirani (2022). [Real-Time Estimation of
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COVID-19 Infections: Deconvolution and Sensor
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Fusion](https://doi.org/10.1214/22-STS856). *Statistical Science* 37 (2),
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207-228.
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- Henneberger, PK, Cox-Ganser, JM, Guthrie, GM, Groth, CP (2022). [Estimates of
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COVID-19 vaccine uptake in major occupational groups and detailed occupational
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categories in the United States, April–May
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2021](https://doi.org/10.1002/ajim.23370). *American Journal of Industrial
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Medicine* 65 (7), 525-536.
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- K. E. Wiens, C. P. Smith, E. Badillo-Goicoechea, K. H. Grantz, M. K.
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Grabowski, A. S. Azman, E. A. Stuart, and J. Lessler (2022). [In-person
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schooling and associated COVID-19 risk in the United States over spring
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semester 2021](https://doi.org/10.1126/sciadv.abm9128). *Science Advances* 8,
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eabm9128.
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- F. Petersen, A. Errore, and P. Karaca-Mandic (2022). [Lifting statewide mask
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mandates and COVID-19 cases: A synthetic control
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study](https://doi.org/10.1097/MLR.0000000000001725). *Medical Care* 60 (7),
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538-544.
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- F. Pierri, B. L. Perry, M. R. DeVerna, et al. (2022). [Online misinformation
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is linked to early COVID-19 vaccination hesitancy and
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refusal](https://doi.org/10.1038/s41598-022-10070-w). *Scientific Reports* 12,
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5966.
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- A. Pilehvari, J. Ton, M. R. Mohan, A. Marathe, and A. Vullikanti (2022).
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[Drivers and Predictors of COVID-19 Vaccine Hesitancy in
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Virginia](https://doi.org/10.1007/978-3-030-96188-6_8). In: Yang, Z., von
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Briesen, E. (eds), *Proceedings of the 2021 Conference of The Computational
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Social Science Society of the Americas*. CSSSA 2021.
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- L. S. Flor, J. Friedman, C. N. Spencer, et al. (2022). [Quantifying the
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effects of the COVID-19 pandemic on gender equality on health, social, and
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economic indicators: a comprehensive review of data from March, 2020, to
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September, 2021](https://doi.org/10.1016/S0140-6736(22)00008-3). *The Lancet*
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399 (10344), 2381-2397.
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- D. P. Do and R. Frank (2022). [Prior COVID-19 infection: an underappreciated
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factor in vaccine hesitancy in the
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USA](https://doi.org/10.1093/pubmed/fdab404). *Journal of Public Health* 44
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(2), 471-474.
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- W. C. King, M. Rubinstein, A. Reinhart, and R. J. Mejia (2021). [Time trends,
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factors associated with, and reasons for COVID-19 vaccine hesitancy: A massive
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online survey of US adults from January-May
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2021](https://doi.org/10.1371/journal.pone.0260731). *PLoS ONE* 16 (12),
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e0260731.
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- C. Lupton-Smith, E. Badillo-Goicochea, T.-H. Chang, H. Maniates, K. E. Riehm,
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I. Schmid, and E. A. Stuart (2021). [Factors associated with county-level
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mental health during the COVID-19
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pandemic](https://doi.org/10.1002/jcop.22785). *Journal of Community
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Psychology* 50 (5), 2431-2442.
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- D. P. Do and R. Frank (2021). [U.S. frontline workers and COVID-19
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inequities](https://doi.org/10.1016/j.ypmed.2021.106833). *Preventive
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Medicine* 153, 106833.
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- W. C. King, M. Rubinstein, A. Reinhart, and R. J. Mejia (2021). [COVID-19
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vaccine hesitancy January-May 2021 among 18–64 year old US adults by
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employment and occupation](https://doi.org/10.1016/j.pmedr.2021.101569).
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*Preventive Medicine Reports* 24, 101569.
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- C. H. Sudre, A. Keshet, M. S. Graham, A. D. Joshi, S. Shilo, H. Rossman, B.
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Murray, E. Molteni, K. Klaser, L. D. Canas, M. Antonelli, L. H. Nguyen, D. A.
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Drew, M. Modat, J. Capdevila Pujol, S. Ganesh, J. Wolf, T. Meir, A. T. Chan,
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C. J. Steves, T. D. Spector, J. S. Brownstein, E. Segal, S. Ourselin, and C.
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M. Astley (2021). [Anosmia, ageusia, and other COVID-19-like symptoms in
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association with a positive SARS-CoV-2 test, across six national digital
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surveillance platforms: an observational
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study](https://doi.org/10.1016/S2589-7500(21)00115-1). *The Lancet Digital
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Health* 3 (9), e577-e586.
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- R. Sukumaran, P. Patwa, S. T V, S. Shankar, R. Kanaparti, J. Bae, Y. Mathur,
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A. Singh, A. Chopra, M. Kang, P. Ramaswamy, and R. Raskar (2021). [COVID-19
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outbreak prediction and analysis using self reported
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symptoms](https://doi.org/10.35566/jbds/v1n1/p8). *Journal of Behavioral Data
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Science* 1 (1), 154–169.
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- D. Adjodah, K. Dinakar, M. Chinazzi, S. P. Fraiberger, A. Pentland, S. Bates,
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K. Staller, A. Vespignani, and D. L. Bhatt (2021). [Association between
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COVID-19 outcomes and mask mandates, adherence, and
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attitudes](https://doi.org/10.1371/journal.pone.0252315). *PLoS ONE* 16 (6),
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e0252315.
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- C. M. Zipfel, V. Colizza, and S. Bansal (2021). [The missing season: The
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impacts of the COVID-19 pandemic on
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influenza](https://doi.org/10.1016/j.vaccine.2021.05.049). *Vaccine* 39 (28),
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3645-3648.
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- J. Lessler, M. K. Grabowski, K. H. Grantz, E. Badillo-Goicoechea, C. J. E.
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Metcalf, C. Lupton-Smith, A. S. Azman, and E. A. Stuart (2021). [Household
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COVID-19 risk and in-person
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schooling](https://doi.org/10.1126/science.abh2939). *Science* 372 (6545),
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1092-1097.
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- Doerr, A.J. (2021). [Locked (Down) and Loaded (Language): Effect of Policy and
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Speech on COVID-19 Outcomes](https://doi.org/10.1177/15480518211012404).
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*Journal of Leadership & Organizational Studies* 28 (3), 340-348.
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- Fischer CB, Adrien N, Silguero JJ, Hopper JJ, Chowdhury AI, Werler MM (2021).
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[Mask adherence and rate of COVID-19 across the United
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States](https://doi.org/10.1371/journal.pone.0249891). *PLoS ONE* 16 (4),
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e0249891.
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- Bilinski, A., Emanuel, E., Salomon, J.A. and Venkataramani, A. (2021). [Better
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Late Than Never: Trends in COVID-19 Infection Rates, Risk Perceptions, and
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Behavioral Responses in the USA](https://doi.org/10.1007/s11606-021-06633-8).
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*Journal of General Internal Medicine* 36, 1825-1828.
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- Molteni, E., Astley, C.M., Ma, W. et al. (2021). [Symptoms and syndromes
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associated with SARS-CoV-2 infection and severity in pregnant women from two
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community cohorts](https://doi.org/10.1038/s41598-021-86452-3). *Scientific
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Reports* 11, 6928.
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- Rebeiro, P., Aronoff, D, and Smith, M.K. (2021). [The Impact of State
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Mask-Wearing Requirements on the Growth of COVID-19 Cases, Hospitalizations,
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and Deaths in the United States](https://doi.org/10.1093/cid/ciab101).
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*Clinical Infectious Diseases* 73 (9), 1703–1706.
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- Rader, White, Burns, Chen, Brilliant, Cohen, Shaman, Brilliant, Kraemer,
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Moritz, Hawkins, Scarpino, Astley, and Brownstein (2021). [Mask-wearing and
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control of SARS-CoV-2 transmission in the USA: a cross-sectional
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study](https://doi.org/10.1016/S2589-7500(20)30293-4). *Lancet Digital Health*
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3 (3), e148-e157.
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- Flaxman AD, Henning DJ and Duber HC (2020). [The relative incidence of
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COVID-19 in healthcare workers versus non-healthcare workers: evidence from a
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web-based survey of Facebook users in the United
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States](https://doi.org/10.12688/gatesopenres.13202.2). *Gates Open Research*,
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4:174.
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- Kreuter, F., Barkay, N., Bilinski, A., Bradford, A., Chiu, S., Eliat, R., Fan,
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J., Galili, T., Haimovich, D., Kim, B., LaRocca, S., Li, Y., Morris, K.,
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Presser, S., Sarig, T., Salomon, J. A., Stewart, K., Stuart, E. A., &
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Tibshirani, R. J. (2020). [Partnering with a global platform to inform
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research and public policy
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making](https://doi.org/10.18148/srm/2020.v14i2.7761). *Survey Research
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Methods*, 14 (2), 159-163.
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If you have used the survey data, or the aggregate data available in the
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COVIDcast API, to publish research results, please contact us at
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<[email protected]> so we can include your work here.

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