diff --git a/docs/symptom-survey/end-of-survey.md b/docs/symptom-survey/end-of-survey.md index 9f55fb85e..30d9fc597 100644 --- a/docs/symptom-survey/end-of-survey.md +++ b/docs/symptom-survey/end-of-survey.md @@ -1,7 +1,7 @@ --- title: End of CTIS Data Collection parent: COVID-19 Trends and Impact Survey -nav_order: 10 +nav_order: 11 --- # End of CTIS Data Collection diff --git a/docs/symptom-survey/index.md b/docs/symptom-survey/index.md index 60b7bbea5..ac1ba9ac7 100644 --- a/docs/symptom-survey/index.md +++ b/docs/symptom-survey/index.md @@ -16,12 +16,6 @@ international version is [conducted by the University of Maryland](https://covidmap.umd.edu/). Data collection [ceased on June 25, 2022](end-of-survey.md). -The [survey results dashboard](https://delphi.cmu.edu/covidcast/survey-results/) -provides a high-level summary of survey results. Geographically aggregated data -from this survey is publicly available through the [COVIDcast API](../api/covidcast.md) -as the [`fb-survey` data source](../api/covidcast-signals/fb-survey.md). Demographic breakdowns of survey -data are publicly available as [downloadable contingency tables](contingency-tables.md). - The [CTIS Methodology Report](https://dataforgood.facebook.com/dfg/resources/CTIS-methodology-report) describes the survey design, data collection process, weighting, and aggregation @@ -34,6 +28,16 @@ access to the data, see our page on getting [data access](data-access.md). If you have questions about the survey or getting access to data, contact us at . +## Results + +The [survey results dashboard](https://delphi.cmu.edu/covidcast/survey-results/) +provides a high-level summary of survey results. Geographically aggregated data +from this survey is publicly available through the [COVIDcast API](../api/covidcast.md) +as the [`fb-survey` data source](../api/covidcast-signals/fb-survey.md). Demographic breakdowns of survey +data are publicly available as [downloadable contingency tables](contingency-tables.md). + +CTIS data has been used in [numerous peer-reviewed publications](publications.md). + ## Credits The US COVID-19 Trends and Impact Survey (CTIS) is a project of the [Delphi diff --git a/docs/symptom-survey/publications.md b/docs/symptom-survey/publications.md new file mode 100644 index 000000000..bff92fc4f --- /dev/null +++ b/docs/symptom-survey/publications.md @@ -0,0 +1,224 @@ +--- +title: Publications +parent: COVID-19 Trends and Impact Survey +nav_order: 10 +--- + +# Publications Using CTIS + +Since 2020, academic and nonprofit researchers have used data from the US +COVID-19 Trends and Impact Survey in peer-reviewed research publications. + +Our primary description of the survey and its results over the first year of +operation was published as part of the [special feature "Beyond Cases and +Deaths: The Benefits of Auxiliary Data Streams in Tracking the COVID-19 +Pandemic"](https://www.pnas.org/topic/548) in *PNAS*: + +- J. Salomon, A. Reinhart, A. Bilinski, E. J. Chua, W. La Motte-Kerr, M. M. + Rönn, M. B. Reitsma, K. A. Morris, S. LaRocca, T. H. Farag, F. Kreuter, R. + Rosenfeld, and R. J. Tibshirani (2021). [The US COVID-19 Trends and Impact + Survey: Continuous real-time measurement of COVID-19 symptoms, risks, + protective behaviors, testing, and + vaccination](https://doi.org/10.1073/pnas.2111454118). *Proceedings of the + National Academy of Sciences* 118 (51) e2111454118. + +## Peer Reviewed Papers + +Research publications using the survey data include: + +- Rebecca L. Weintraub et al (2023). [Identifying COVID-19 Vaccine Deserts and + Ways to Reduce Them: A Digital Tool to Support Public Health + Decision-Making](https://doi.org/10.2105/AJPH.2022.307198). *American Journal + of Public Health*. +- Anzalone AJ, Sun J, Vinson AJ, Beasley WH, Hillegass WB, Murray K, et al. + (2023). [Community risks for SARS-CoV-2 infection among fully vaccinated US + adults by rurality: A retrospective cohort study from the National COVID + Cohort Collaborative](https://doi.org/10.1371/journal.pone.0279968). *PLoS + ONE* 18(1): e0279968. +- Rufino, J., Baquero, C., Frey, D. et al (2023). [Using survey data to estimate + the impact of the omicron variant on vaccine efficacy against COVID-19 + infection](https://doi.org/10.1038/s41598-023-27951-3). *Scientific Reports* + 13, 900 (2023). +- Rader, B., Astley, C.M., Sewalk, K. et al (2022). [Spatial modeling of vaccine + deserts as barriers to controlling + SARS-CoV-2](https://doi.org/10.1038/s43856-022-00183-8). *Communications + Medicine* 2, 141. +- C. Lupton-Smith, E. Badillo Goicoechea, M. Collins, J. Lessler, M. K. + Grabowski & E. A. Stuart (2022). [Consistency between Household and County + Measures of Onsite Schooling during the COVID-19 + Pandemic](https://doi.org/10.1080/19345747.2022.2131660). *Journal of Research + on Educational Effectiveness*. +- Nguyen, Q.C., Yardi, I., Gutierrez, F.X.M. et al. (2022). [Leveraging 13 + million responses to the U.S. COVID-19 Trends and Impact Survey to examine + vaccine hesitancy, vaccination, and mask wearing, January 2021-February + 2022](https://doi.org/10.1186/s12889-022-14286-3). *BMC Public Health* 22, + 1911. +- J. G. Lu (2022). [Two large-scale global studies on COVID-19 vaccine hesitancy + over time: Culture, uncertainty avoidance, and vaccine side-effect + concerns](https://doi.org/10.1037/pspa0000320). *Journal of Personality and + Social Psychology*. +- J. M. Cox-Ganser, P. K. Henneberger, D. N. Weissman, G. Guthrie, and C. P. + Groth (2022). [COVID-19 test positivity by occupation using the Delphi US + COVID-19 Trends and Impact Survey, September–November + 2020](https://doi.org/10.1002/ajim.23410). *American Journal of Industrial + Medicine* 65 (9), 721-730. +- M. Jahja, A. Chin, and R.J. Tibshirani (2022). [Real-Time Estimation of + COVID-19 Infections: Deconvolution and Sensor + Fusion](https://doi.org/10.1214/22-STS856). *Statistical Science* 37 (2), + 207-228. +- Henneberger, PK, Cox-Ganser, JM, Guthrie, GM, Groth, CP (2022). [Estimates of + COVID-19 vaccine uptake in major occupational groups and detailed occupational + categories in the United States, April–May + 2021](https://doi.org/10.1002/ajim.23370). *American Journal of Industrial + Medicine* 65 (7), 525-536. +- K. E. Wiens, C. P. Smith, E. Badillo-Goicoechea, K. H. Grantz, M. K. + Grabowski, A. S. Azman, E. A. Stuart, and J. Lessler (2022). [In-person + schooling and associated COVID-19 risk in the United States over spring + semester 2021](https://doi.org/10.1126/sciadv.abm9128). *Science Advances* 8, + eabm9128. +- F. Petersen, A. Errore, and P. Karaca-Mandic (2022). [Lifting statewide mask + mandates and COVID-19 cases: A synthetic control + study](https://doi.org/10.1097/MLR.0000000000001725). *Medical Care* 60 (7), + 538-544. +- F. Pierri, B. L. Perry, M. R. DeVerna, et al. (2022). [Online misinformation + is linked to early COVID-19 vaccination hesitancy and + refusal](https://doi.org/10.1038/s41598-022-10070-w). *Scientific Reports* 12, + 5966. +- A. Pilehvari, J. Ton, M. R. Mohan, A. Marathe, and A. Vullikanti (2022). + [Drivers and Predictors of COVID-19 Vaccine Hesitancy in + Virginia](https://doi.org/10.1007/978-3-030-96188-6_8). In: Yang, Z., von + Briesen, E. (eds), *Proceedings of the 2021 Conference of The Computational + Social Science Society of the Americas*. CSSSA 2021. +- L. S. Flor, J. Friedman, C. N. Spencer, et al. (2022). [Quantifying the + effects of the COVID-19 pandemic on gender equality on health, social, and + economic indicators: a comprehensive review of data from March, 2020, to + September, 2021](https://doi.org/10.1016/S0140-6736(22)00008-3). *The Lancet* + 399 (10344), 2381-2397. +- D. P. Do and R. Frank (2022). [Prior COVID-19 infection: an underappreciated + factor in vaccine hesitancy in the + USA](https://doi.org/10.1093/pubmed/fdab404). *Journal of Public Health* 44 + (2), 471-474. +- W. C. King, M. Rubinstein, A. Reinhart, and R. J. Mejia (2021). [Time trends, + factors associated with, and reasons for COVID-19 vaccine hesitancy: A massive + online survey of US adults from January-May + 2021](https://doi.org/10.1371/journal.pone.0260731). *PLoS ONE* 16 (12), + e0260731. +- C. Lupton-Smith, E. Badillo-Goicochea, T.-H. Chang, H. Maniates, K. E. Riehm, + I. Schmid, and E. A. Stuart (2021). [Factors associated with county-level + mental health during the COVID-19 + pandemic](https://doi.org/10.1002/jcop.22785). *Journal of Community + Psychology* 50 (5), 2431-2442. +- D. P. Do and R. Frank (2021). [U.S. frontline workers and COVID-19 + inequities](https://doi.org/10.1016/j.ypmed.2021.106833). *Preventive + Medicine* 153, 106833. +- W. C. King, M. Rubinstein, A. Reinhart, and R. J. Mejia (2021). [COVID-19 + vaccine hesitancy January-May 2021 among 18–64 year old US adults by + employment and occupation](https://doi.org/10.1016/j.pmedr.2021.101569). + *Preventive Medicine Reports* 24, 101569. +- C. H. Sudre, A. Keshet, M. S. Graham, A. D. Joshi, S. Shilo, H. Rossman, B. + Murray, E. Molteni, K. Klaser, L. D. Canas, M. Antonelli, L. H. Nguyen, D. A. + Drew, M. Modat, J. Capdevila Pujol, S. Ganesh, J. Wolf, T. Meir, A. T. Chan, + C. J. Steves, T. D. Spector, J. S. Brownstein, E. Segal, S. Ourselin, and C. + M. Astley (2021). [Anosmia, ageusia, and other COVID-19-like symptoms in + association with a positive SARS-CoV-2 test, across six national digital + surveillance platforms: an observational + study](https://doi.org/10.1016/S2589-7500(21)00115-1). *The Lancet Digital + Health* 3 (9), e577-e586. +- R. Sukumaran, P. Patwa, S. T V, S. Shankar, R. Kanaparti, J. Bae, Y. Mathur, + A. Singh, A. Chopra, M. Kang, P. Ramaswamy, and R. Raskar (2021). [COVID-19 + outbreak prediction and analysis using self reported + symptoms](https://doi.org/10.35566/jbds/v1n1/p8). *Journal of Behavioral Data + Science* 1 (1), 154–169. +- D. Adjodah, K. Dinakar, M. Chinazzi, S. P. Fraiberger, A. Pentland, S. Bates, + K. Staller, A. Vespignani, and D. L. Bhatt (2021). [Association between + COVID-19 outcomes and mask mandates, adherence, and + attitudes](https://doi.org/10.1371/journal.pone.0252315). *PLoS ONE* 16 (6), + e0252315. +- C. M. Zipfel, V. Colizza, and S. Bansal (2021). [The missing season: The + impacts of the COVID-19 pandemic on + influenza](https://doi.org/10.1016/j.vaccine.2021.05.049). *Vaccine* 39 (28), + 3645-3648. +- J. Lessler, M. K. Grabowski, K. H. Grantz, E. Badillo-Goicoechea, C. J. E. + Metcalf, C. Lupton-Smith, A. S. Azman, and E. A. Stuart (2021). [Household + COVID-19 risk and in-person + schooling](https://doi.org/10.1126/science.abh2939). *Science* 372 (6545), + 1092-1097. +- Doerr, A.J. (2021). [Locked (Down) and Loaded (Language): Effect of Policy and + Speech on COVID-19 Outcomes](https://doi.org/10.1177/15480518211012404). + *Journal of Leadership & Organizational Studies* 28 (3), 340-348. +- Fischer CB, Adrien N, Silguero JJ, Hopper JJ, Chowdhury AI, Werler MM (2021). + [Mask adherence and rate of COVID-19 across the United + States](https://doi.org/10.1371/journal.pone.0249891). *PLoS ONE* 16 (4), + e0249891. +- Bilinski, A., Emanuel, E., Salomon, J.A. and Venkataramani, A. (2021). [Better + Late Than Never: Trends in COVID-19 Infection Rates, Risk Perceptions, and + Behavioral Responses in the USA](https://doi.org/10.1007/s11606-021-06633-8). + *Journal of General Internal Medicine* 36, 1825-1828. +- Molteni, E., Astley, C.M., Ma, W. et al. (2021). [Symptoms and syndromes + associated with SARS-CoV-2 infection and severity in pregnant women from two + community cohorts](https://doi.org/10.1038/s41598-021-86452-3). *Scientific + Reports* 11, 6928. +- Rebeiro, P., Aronoff, D, and Smith, M.K. (2021). [The Impact of State + Mask-Wearing Requirements on the Growth of COVID-19 Cases, Hospitalizations, + and Deaths in the United States](https://doi.org/10.1093/cid/ciab101). + *Clinical Infectious Diseases* 73 (9), 1703–1706. +- Rader, White, Burns, Chen, Brilliant, Cohen, Shaman, Brilliant, Kraemer, + Moritz, Hawkins, Scarpino, Astley, and Brownstein (2021). [Mask-wearing and + control of SARS-CoV-2 transmission in the USA: a cross-sectional + study](https://doi.org/10.1016/S2589-7500(20)30293-4). *Lancet Digital Health* + 3 (3), e148-e157. +- Flaxman AD, Henning DJ and Duber HC (2020). [The relative incidence of + COVID-19 in healthcare workers versus non-healthcare workers: evidence from a + web-based survey of Facebook users in the United + States](https://doi.org/10.12688/gatesopenres.13202.2). *Gates Open Research*, + 4:174. +- Kreuter, F., Barkay, N., Bilinski, A., Bradford, A., Chiu, S., Eliat, R., Fan, + J., Galili, T., Haimovich, D., Kim, B., LaRocca, S., Li, Y., Morris, K., + Presser, S., Sarig, T., Salomon, J. A., Stewart, K., Stuart, E. A., & + Tibshirani, R. J. (2020). [Partnering with a global platform to inform + research and public policy + making](https://doi.org/10.18148/srm/2020.v14i2.7761). *Survey Research + Methods*, 14 (2), 159-163. + +## Blog Posts and Reports + +* Surgo Ventures, Resolve to Save Lives (2021). [COVID-19 Vaccine Precision + Response Toolkit: An End-to-End Vaccination Improvement Framework to Improve + COVID-19 Vaccine + Uptake](https://surgoventures.org/resource-library/increasing-covid-19vaccine-uptake-a-four-step-framework-to-promote-access-acceptance-and-equity). +* Alejandra Arrieta, Emmanuela Gakidou, Heidi Larson, Erin Mullany, and + Christopher Troeger, April 1, 2021. [Through Understanding and Empathy, We Can + Convince Women to Get the COVID-19 + Vaccine](https://www.thinkglobalhealth.org/article/through-understanding-and-empathy-we-can-convince-women-get-covid-19-vaccine). + Think Global Health. +* Joseph Friedman, Silvia Montoya and Emmanuela Gakidou, March 8, 2021. [Gender + Equality in the Global Return to + School](https://www.thinkglobalhealth.org/article/gender-equality-global-return-school). + Think Global Health. +* Leanna Morinishi, Kris Barkume, Esther Kim, and Alex Reinhart, February + 2, 2021. [Home for the Holidays? The Impact of US Holidays on Social Behaviors + and Preventative + Measures](https://delphi.cmu.edu/blog/2021/02/02/home-for-the-holidays-the-impact-of-us-holidays-on-social-behaviors-and-preventative-measures/). + Delphi blog. +* Alex Reinhart, Esther Kim, Andy Garcia, and Sarah LaRocca, January 28, 2021. + [Using the COVID-19 Symptom Survey to Track Vaccination Uptake and Sentiment + in the United + States](https://delphi.cmu.edu/blog/2021/01/28/using-the-covid-19-symptom-survey-to-track-vaccination-uptake-and-sentiment-in-the-united-states/). + Delphi blog. +* Alex Reinhart, October 12, 2020. [New and Improved COVID Symptom Survey Tracks + Testing and + Mask-Wearing](https://delphi.cmu.edu/blog/2020/10/12/new-and-improved-covid-symptom-survey-tracks-testing-and-mask-wearing/). + Delphi blog. +* Ryan Tibshirani, September 21, 2020. [Can Symptom Surveys Improve COVID-19 + Forecasts?](https://delphi.cmu.edu/blog/2020/09/21/can-symptoms-surveys-improve-covid-19-forecasts/) + Delphi blog. +* Alex Reinhart and Ryan Tibshirani, August 26, 2020. [COVID-19 Symptom Surveys + through + Facebook](https://delphi.cmu.edu/blog/2020/08/26/covid-19-symptom-surveys-through-facebook/). + Delphi blog. + +## Send Your Publications + +If you have used the survey data, or the aggregate data available in the +COVIDcast API, to publish research results, please contact us at + so we can include your work here.