Cheng, C., Barceló, J., Hartnett, A. S., Kubinec, R. & Messerschmidt, L. Covid-19 government response event dataset (coronanet v. 1.0). Nat. Hum. Behav. 4, 756–768 (2020).Article
PubMed
Google Scholar
Hale, T. et al. A global panel database of pandemic policies (oxford covid-19 government response tracker). Nat. Hum. Behav. 5, 529–538 (2021).Article
PubMed
Google Scholar
Desvars-Larrive, A. et al. A structured open dataset of government interventions in response to covid-19. Sci. Data 7, 1–9 (2020).Article
Google Scholar
Flaxman, S. et al. Estimating the effects of non-pharmaceutical interventions on covid-19 in europe. Nature 584, 257–261 (2020).Article
CAS
PubMed
Google Scholar
Haug, N. et al. Ranking the effectiveness of worldwide covid-19 government interventions. Nat. Hum. Behav. 4, 1303–1312 (2020).Article
PubMed
Google Scholar
Sharma, M. et al. Understanding the effectiveness of government interventions against the resurgence of covid-19 in europe. Nat. Commun. 12, 1–13 (2021).Article
CAS
Google Scholar
Liu, Y., Morgenstern, C., Kelly, J., Lowe, R. & Jit, M. The impact of non-pharmaceutical interventions on sars-cov-2 transmission across 130 countries and territories. BMC Med. 19, 1–12 (2021).Article
Google Scholar
Mendez-Brito, A., El Bcheraoui, C. & Pozo-Martin, F. Systematic review of empirical studies comparing the effectiveness of non-pharmaceutical interventions against covid-19. J. Infect. 83, 281–293 (2021).Article
CAS
PubMed
PubMed Central
Google Scholar
Chu, D. K. et al. Physical distancing, face masks, and eye protection to prevent person-to-person transmission of sars-cov-2 and covid-19: a systematic review and meta-analysis. Lancet 395, 1973–1987 (2020).Article
CAS
PubMed
PubMed Central
Google Scholar
Talic, S. et al. Effectiveness of public health measures in reducing the incidence of covid-19, sars-cov-2 transmission, and covid-19 mortality: systematic review and meta-analysis. BMJ 375, e068302 (2021).Pluemper, T. & Neumayer, E. The pandemic predominantly hits poor neighbourhoods? SARS-CoV-2 infections and COVID-19 fatalities in German districts. Eur. J. Public Health 30, 1176–1180 (2020).Buja, A. et al. Demographic and socio-economic factors, and healthcare resource indicators associated with the rapid spread of covid-19 in northern italy: an ecological study. PLoS ONE 15, e0244535 (2020).Article
CAS
PubMed
PubMed Central
Google Scholar
Banholzer, N., Feuerriegel, S. & Vach, W. Estimating and explaining cross-country variation in the effectiveness of non-pharmaceutical interventions during covid-19. Sci. Rep. 12, 1–12 (2022).Article
Google Scholar
Ledebur, K. et al. Meteorological factors and non-pharmaceutical interventions explain local differences in the spread of sars-cov-2 in austria. PLoS Comput. Biol. 18, e1009973 (2022).Article
PubMed
PubMed Central
Google Scholar
Petherick, A. et al. A worldwide assessment of changes in adherence to covid-19 protective behaviours and hypothesized pandemic fatigue. Nat. Hum. Behav. 5, 1145–1160 (2021).Article
PubMed
Google Scholar
Crane, M. A., Shermock, K. M., Omer, S. B. & Romley, J. A. Change in reported adherence to nonpharmaceutical interventions during the covid-19 pandemic, april-november 2020. JAMA 325, 883–885 (2021).Article
CAS
PubMed
PubMed Central
Google Scholar
Goldstein, P., Levy Yeyati, E. & Sartorio, L. “Lockdown fatigue: The diminishing effects of quarantines on the spread of covid-19,” CID Working Paper Series (2021).Reisch, T. et al. Behavioral gender differences are reinforced during the covid-19 crisis. Sci. Rep. 11, 1–12 (2021).Article
Google Scholar
Smith, L. E. et al. Engagement with protective behaviours in the UK during the covid-19 pandemic: a series of cross-sectional surveys (the covid-19 rapid survey of adherence to interventions and responses [corsair] study). BMC Public Health 22, 1–11 (2022).
Google Scholar
Clinton, M., Sankar, J., Ramesh, V. & Madhusudan, M. Changes in pattern of adherence to npis during the covid-19 pandemic. Indian J. Pediatr. 88, 837–837 (2021).Article
PubMed
PubMed Central
Google Scholar
Tjaden, A. H. et al. Association between self-reported masking behavior and SARS-CoV-2 infection wanes from Pre-Delta to Omicron-predominant periods — North Carolina COVID-19 Community Research Partnership (NC-CCRP). Am. J. Infect. Control 51, 261–267 (2023).Peixoto, V. R. et al. Is it really time to ditch the mask? BMJ 377, 1186 (2022).Covid personal precautions on the decline. https://apnorc.org/projects/worries-about-being-infected-with-the-coronavirus-remain-low-and-americans-are-taking-fewer-personal-precautions/. Accessed: 2022-08-08.Public opinions and social trends, great britain: 20 to 31 july 2022. https://www.gov.uk/government/statistics/public-opinions-and-social-trends-great-britain-20-to-31-july-2022. Accessed: 2022-08-08.McPherson, M., Smith-Lovin, L., & Cook, J. M. Birds of a feather: Homophily in social networks. Ann. Rev. Sociol. 27, 415–444, (2001).Newman, M. E. Assortative mixing in networks. Phys. Rev. Lett. 89, 208701 (2002).Article
CAS
PubMed
Google Scholar
Bond, R. M. et al. A 61-million-person experiment in social influence and political mobilization. Nature 489, 295–298 (2012).Article
CAS
PubMed
Google Scholar
Smith, K. P. & Christakis, N. A. Social networks and health. Annu. Rev. Sociol. 34, 405–429 (2008).Article
Google Scholar
Centola, D. An experimental study of homophily in the adoption of health behavior. Science 334, 1269–1272 (2011).Article
CAS
PubMed
Google Scholar
Bavel, J. J. V. et al. Using social and behavioural science to support covid-19 pandemic response. Nat. Hum. Behav. 4, 460–471 (2020).Article
PubMed
Google Scholar
Agranov, M., Elliott, M. & Ortoleva, P. The importance of social norms against strategic effects: the case of covid-19 vaccine uptake. Econ. Lett. 206, 109979 (2021).Article
PubMed
PubMed Central
Google Scholar
Shin, J. et al. Mask-wearing as a partisan issue: social identity and communication of party norms on social media among political elites. Soc. Media+ Soc. 8, 20563051221086233 (2022).
Google Scholar
Woodcock, A. & Schultz, P. W. The role of conformity in mask-wearing during covid-19. PLoS ONE 16, e0261321 (2021).Article
CAS
PubMed
PubMed Central
Google Scholar
Mladenović, D., Jirásek, M., Ondráček, T., Opatrná, Z., & Štangová, R. The influence of social conformity on mask-wearing behavior during the covid-19 pandemic. Heliyon 9, e14496 (2023).Lio, C. F. et al. Effectiveness of personal protective health behaviour against covid-19. BMC Public Health 21, 827 (2021).Article
CAS
PubMed
PubMed Central
Google Scholar
Doung-Ngern, P. et al. Case-control study of use of personal protective measures and risk for sars-cov 2 infection, thailand. Emerg. Infect. Dis. 26, 2607 (2020).Article
CAS
PubMed
PubMed Central
Google Scholar
Bundgaard, H. et al. Effectiveness of adding a mask recommendation to other public health measures to prevent sars-cov-2 infection in danish mask wearers: a randomized controlled trial. Ann. Intern. Med. 174, 335–343 (2021).Article
PubMed
Google Scholar
Eikenberry, S. E. et al. To mask or not to mask: modeling the potential for face mask use by the general public to curtail the covid-19 pandemic. Infect. Dis. Model. 5, 293–308 (2020).PubMed
PubMed Central
Google Scholar
Ma, X., Luo, X.-F., Li, L., Li, Y. & Sun, G.-Q. The influence of mask use on the spread of covid-19 during pandemic in new york city. Results Phys. 34, 105224 (2022).Article
PubMed
PubMed Central
Google Scholar
Rao, I. J., Vallon, J. J. & Brandeau, M. L. Effectiveness of face masks in reducing the spread of covid-19: a model-based analysis. Med. Decis. Mak. 41, 988–1003 (2021).Article
Google Scholar
Anderson, R. M. & May, R. M. Infectious Diseases Of Humans: Dynamics And Control (Oxford university press, 1992).Watts, D. J. & Strogatz, S. H. Collective dynamics of ‘small-world’networks. Nature 393, 440–442 (1998).Article
CAS
PubMed
Google Scholar
Pan, J., Harb, C., Leng, W. & Marr, L. C. Inward and outward effectiveness of cloth masks, a surgical mask, and a face shield. Aerosol Sci. Technol. 55, 718–733 (2021).Article
CAS
Google Scholar
Stutt, R. O., Retkute, R., Bradley, M., Gilligan, C. A. & Colvin, J. A modelling framework to assess the likely effectiveness of facemasks in combination with ‘lock-down’ in managing the covid-19 pandemic. Proc. Math Phys. Eng. Sci. 476, 20200376 (2020).Kai, D., Goldstein, G.-P., Morgunov, A., Nangalia, V. & Rotkirch, A. Universal Masking Is Urgent In The Covid-19 Pandemic: Seir And Agent Based Models, Empirical Validation, Policy Recommendations. (2020).Catching, A., Capponi, S., Te Yeh, M., Bianco, S. & Andino, R. Examining the interplay between face mask usage, asymptomatic transmission, and social distancing on the spread of covid-19. Sci. Rep. 11, 15998 (2021).Ngonghala, C. N. et al. Mathematical assessment of the impact of non-pharmaceutical interventions on curtailing the 2019 novel coronavirus. Math. Biosci. 325, 108364 (2020).Tian, L. et al. Harnessing peak transmission around symptom onset for non-pharmaceutical intervention and containment of the covid-19 pandemic. Nat. Commun. 12, 1147 (2021).Howard, J. et al. An evidence review of face masks against covid-19. Proc. Natl Acad. Sci. USA 118, e2014564118 (2021).Article
CAS
PubMed
PubMed Central
Google Scholar
Allard, A., Moore, C., Scarpino, S. V., Althouse, B. M. & Hébert-Dufresne, L. The role of directionality, heterogeneity and correlations in epidemic risk and spread. SIAM Review 65, 471–492 (2023).Thurner, S., Klimek, P. & Hanel, R. A network-based explanation of why most covid-19 infection curves are linear. Proc. Natl Acad. Sci. USA 117, 22684–22689 (2020).Article
CAS
PubMed
PubMed Central
Google Scholar
Alihsan, B. et al. The efficacy of facemasks in the prevention of covid-19: a systematic review. medRxiv https://doi.org/10.1101/2022.07.28.22278153 (2022).Chou, R., Dana, T., Jungbauer, R., Weeks, C. & McDonagh, M. S. Masks for prevention of respiratory virus infections, including sars-cov-2, in health care and community settings. Ann. Intern. Med. 173, 542–555 (2020).Article
PubMed
Google Scholar
English, A. S. & Li, X. Mask use depends on the individual, situation, and location-even without covid-19 transmission: an observational study in shanghai. Front. Psychol. 12, 4879 (2021).Klimek, P. Code for “small coverage effect in epidemic network models shows that masks can become more effective with less people wearing them”. Zenodo https://doi.org/10.5281/zenodo.8220644 (2023).