Evaluating expectations from social and behavioral science about COVID-19 and lessons for the next pandemic
Open accessAbstract
Social and behavioral science research proliferated during the COVID-19 pandemic, reflecting the substantial increase in influence of behavioral science in public health and public policy more broadly. This review presents a comprehensive assessment of 742 scientific articles on human behavior during COVID-19. Two independent teams evaluated 19 substantive policy recommendations (“claims”) on potentially critical aspects of behaviors during the pandemic drawn from the most widely cited behavioral science papers on COVID-19. Teams were made up of original authors and an independent team, all of whom were blinded to other team member reviews throughout. Both teams found evidence in support of 16 of the claims; for two claims, teams found only null evidence; and for no claims did the teams find evidence of effects in the opposite direction. One claim had no evidence available to assess. Seemingly due to the risks of the pandemic, most studies were limited to surveys, highlighting a need for more investment in field research and behavioral validation studies. The strongest findings indicate interventions that combat misinformation and polarization, and to utilize effective forms of messaging that engage trusted leaders and emphasize positive social norms.
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.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The social sciences provided early guidance on responses to the COVID-19 pandemic to inform policy decisions.
“In recent years, the social sciences provided early guidance on responses to the COVID-19 pandemic to inform policy decisions (Ruggeri et al. 2022, Van Bavel et al. 2020).”
From Social Media and Morality. (2024) · cites this paper as Ruggeri et al. 2022
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
Part of this paper’s reference list could not be split into single entries.
Santomauro, D. F., Mantilla Herrera, A. M., Shadid, J., Zheng, P., Ashbaugh, C., Pigott, D. M., Abbafati, C., Adolph, C., Amlag, J. O., Aravkin, A. Y., et al. (2021) · The Lancet · doi:10.1016/s0140-6736(21)02143-7 · Cited by 5,444 · see citing works
Using social and behavioural science to support COVID-19 pandemic response
Bavel, J. J. V., Baicker, K., Boggio, P. S., Capraro, V., Cichocka, A., Cikara, M., Crockett, M. J., Crum, A. J., Douglas, K. M., Druckman, J. N., et al. (2020) · Nature Human Behaviour · doi:10.1038/s41562-020-0884-z · Cited by 4,964 · see citing works
Self-citationLoades, M. E., Chatburn, E., Higson-Sweeney, N., Reynolds, S., Shafran, R., Brigden, A., Linney, C., McManus, M. N., Borwick, C., & Crawley, E. (2020) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2020.05.009 · Cited by 2,906 · see citing works
Measuring the impact of COVID-19 vaccine misinformation on vaccination intent in the UK and USA
Loomba, S., de Figueiredo, A., Piatek, S. J., de Graaf, K., & Larson, H. J. (2021) · Nature Human Behaviour · doi:10.1038/s41562-021-01056-1 · Cited by 1,800 · see citing works
Affective polarization, local contexts and public opinion in America
Druckman, J. N., Klar, S., Krupnikov, Y., Levendusky, M., & Ryan, J. B. (2020) · Nature Human Behaviour · doi:10.1038/s41562-020-01012-5 · Cited by 463 · see citing works
Self-citationCollectivism predicts mask use during COVID-19
Lu, J. G., Jin, P., & English, A. S. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2021793118 · Cited by 342 · see citing works
Pennycook, G., & Rand, D. G. (2022) · Nature Communications · doi:10.1038/s41467-022-30073-5 · Cited by 270 · see citing works
Self-citationDeveloping an accuracy-prompt toolkit to reduce COVID-19 misinformation online
Epstein, Z., Berinsky, A. J., Cole, R., Gully, A., Pennycook, G., & Rand, D. G. (2021) · Harvard Kennedy School Misinformation Review · doi:10.37016/mr-2020-71 · Cited by 93 · see citing works
Self-citationCapraro, V., & Celadin, T. (2023) · Personality and Social Psychology Bulletin · doi:10.1177/01461672221117691 · Cited by 49 · see citing works
A citywide experiment testing the impact of geographically targeted, high-pay-off vaccine lotteries
Milkman, K. L., Gandhi, L., Ellis, S. F., Graci, H. N., Gromet, D. M., Mobarak, R. S., Buttenheim, A. M., Duckworth, A. L., Pope, D., Stanford, A., et al. (2022) · Nature Human Behaviour · doi:10.1038/s41562-022-01437-0 · Cited by 44 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 55
- Chetty, R., Friedman, J. N., Hendren, N., Stepner, M. & Team, T. O. I. The Economic Impacts of COVID-19: Evidence from a New Public Database Built Using Private Sector Data. https://www.nber.org/papers/w27431 (2020) doi:10.3386/w27431. · DOI
- Karmakar, M., Lantz, P. M. & Tipirneni, R. Association of Social and Demographic Factors With COVID-19 Incidence and Death Rates in the US. JAMA Network Open 4, e2036462 (2021).
- Faria de Moura Villela, E. et al. COVID-19 outbreak in Brazil: adherence to national preventive measures and impact on people's lives, an online survey. BMC Public Health 21, 152 (2021).
- Pan, X. et al. Assessment of Use and Fit of Face Masks Among Individuals in Public During the COVID-19 Pandemic in China. JAMA Network Open 4, e212574 (2021).
- Chung, S.-C. et al. Lessons from countries implementing find, test, trace, isolation and support policies in the rapid response of the COVID-19 pandemic: a systematic review. BMJ Open 11, e047832 (2021).
- Van Lange, P. A. M. & Rand, D. G. Human Cooperation and the Crises of Climate Change, COVID-19, and Misinformation. Annual Review of Psychology 73, 379-402 (2022).
- Biddle, N. Behavioural economics and the COVID-induced education crisis. https://www.oecd- ilibrary.org/education/behavioural-economics-and-the-covid-induced-education-crisis_eba2b867- en (2021) doi:10.1787/eba2b867-en. · DOI
- Social scientists scramble to study pandemic, in real time. https://www.science.org/content/article/social-scientists-scramble-study-pandemic-real-time.
- Byrne-Davis, L. M. T. et al. Using behavioural science in public health settings during the COVID-19 pandemic: The experience of public health practitioners and behavioural scientists. Acta Psychologica 224, 103527 (2022).
- Lewis, Jonathan Wai, 2021. https://journals.sagepub.com/doi/full/10.1177/1745691620964062. · DOI
- Puthillam, A. Too WEIRD, Too Fast: Preprints about COVID-19 in the Psychological Sciences. https://osf.io/5w7du (2020) doi:10.31234/osf.io/5w7du. · DOI
- Galluccio, Ph. D., Mauro) 65-74 (Springer International Publishing, 2021). doi:10.1007/978-3-030-60414-1_5. · DOI
- Cairney, P. & Oliver, K. Evidence-based policymaking is not like evidence-based medicine, so how far should you go to bridge the divide between evidence and policy? Health Research Policy and Systems 15, 35 (2017).
- Ellemers, N. Science as collaborative knowledge generation. British Journal of Social Psychology 60, 1-28 (2021).
- Schwartz, J. L. Evaluating and Deploying Covid-19 Vaccines -The Importance of Transparency, Scientific Integrity, and Public Trust. New England Journal of Medicine 383, 1703-1705 (2020).
- Building Public Trust in Public Health Emergency Preparedness and Response PHEPR Science A Workshop | National Academies. https://www.nationalacademies.org/our-work/building-public- trust-in-public-health-emergency-preparedness-and-response-phepr-science-a-workshop.
- Santana, A. P., Korn, L., Betsch, C. & Böhm, R. Lessons learned about willingness to adopt various protective measures during the early COVID-19 pandemic in three countries. PLOS ONE 17, e0265892 (2022).
- Garcia-Garzon, E., Angulo-Brunet, A., Lecuona, O., Barrada, J. R. & Corradi, G. Exploring COVID-19 research credibility among Spanish scientists. Curr Psychol (2022) doi:10.1007/s12144-022-02797- 6. · DOI
- Flores, A. et al. Politicians polarize and experts depolarize public support for COVID-19 management policies across countries. Proceedings of the National Academy of Sciences 119, e2117543119 (2022).
- Korn, L., Böhm, R. & Betsch, C. Reply to Rabb et al.: Why promoting COVID-19 vaccines with community immunity is not a good strategy (yet). Proceedings of the National Academy of Sciences 118, e2102054118 (2021).
- Caution, Preprint! Brief Explanations Allow Nonscientists to Differentiate Between Preprints and Peer-Reviewed Journal Articles -Tobias Wingen, Jana B. Berkessel, Simone Dohle, 2022. https://journals.sagepub.com/doi/full/10.1177/25152459211070559. · DOI
- Ruggeri, K. Psychology and Behavioral Economics: Applications for Public Policy. (Routledge, 2022).
- Behavioral Insights for Public Policy: Concepts and Cases. (Routledge, 2019). doi:10.4324/9781351052542. · DOI
- Ruggeri, K., Benzerga, A., Verra, S. & Folke, T. A behavioral approach to personalizing public health. Behavioural Public Policy 1-13 (undefined/ed) doi:10.1017/bpp.2020.31. · DOI
- Ruggeri, K. et al. The general fault in our fault lines. Nat Hum Behav 1-11 (2021) doi:10.1038/s41562-021-01092-x. · DOI · Paper page
- Ruggeri, K. et al. The globalizability of temporal discounting. Nat Hum Behav 1-12 (2022) doi:10.1038/s41562-022-01392-w. · DOI
- Portfolio, B. and S. S. at N. Standards for evidence in policy decision-making. Behavioural and Social Sciences at Nature Portfolio http://socialsciences.nature.com/users/399005-kai- ruggeri/posts/standards-for-evidence-in-policy-decision-making (2020).
- Full article: Less is sometimes more: How repetition of an antismoking advertisement affects attitudes toward smoking and source credibility. https://www.tandfonline.com/doi/full/10.1080/15534510.2013.790839. · DOI
- Van Bavel, J. J. et al. National identity predicts public health support during a global pandemic. Nat Commun 13, 517 (2022).
- Frenzel, S. B. et al. How national leaders keep 'us' safe: A longitudinal, four-nation study exploring the role of identity leadership as a predictor of adherence to COVID-19 non-pharmaceutical interventions. BMJ Open 12, e054980 (2022).
- Stevenson, C., Wakefield, J. R. H., Felsner, I., Drury, J. & Costa, S. Collectively coping with coronavirus: Local community identification predicts giving support and lockdown adherence during the COVID-19 pandemic. British Journal of Social Psychology 60, 1403-1418 (2021).
- Bicchieri, C. et al. In science we (should) trust: Expectations and compliance across nine countries during the COVID-19 pandemic. PLOS ONE 16, e0252892 (2021).
- Hensel, L. et al. Global Behaviors, Perceptions, and the Emergence of Social Norms at the Onset of the COVID-19 Pandemic. Journal of Economic Behavior & Organization 193, 473-496 (2022).
- Rabb, N., Bowers, J., Glick, D., Wilson, K. H. & Yokum, D. The influence of social norms varies with "others" groups: Evidence from COVID-19 vaccination intentions. Proceedings of the National Academy of Sciences 119, e2118770119 (2022).
- Marinucci, M., Pancani, L., Aureli, N. & Riva, P. Online social connections as surrogates of face-to- face interactions: A longitudinal study under Covid-19 isolation. Computers in Human Behavior 128, 107102 (2022).
- Sun, R., Rieble, C., Liu, Y. & Sauter, D. Connected Despite Lockdown: The Role of Social Interactions and Social Media Use in Wellbeing. Preprint at https://doi.org/10.31234/osf.io/x5k8u (2020). · DOI
- Social influence matters: We follow pandemic guidelines most when our close circle does - Tunçgenç -2021 -British Journal of Psychology -Wiley Online Library. https://bpspsychub.onlinelibrary.wiley.com/doi/full/10.1111/bjop.12491. · DOI
- Baal, S. T. van, Walasek, L. & Hohwy, J. Staying home so you can keep going out: A multiplayer self- isolation game modelling pandemic behaviour. Preprint at https://doi.org/10.31234/osf.io/mh69r (2021). · DOI
- Zhu, P. et al. The Efficacy of a Brief, Altruism-Eliciting Video Intervention in Enhancing COVID-19 Vaccination Intentions Among a Population-Based Sample of Younger Adults: Randomized Controlled Trial. JMIR Public Health and Surveillance 8, e37328 (2022).
- Abu-Akel, A., Spitz, A. & West, R. The effect of spokesperson attribution on public health message sharing during the COVID-19 pandemic. PLOS ONE 16, e0245100 (2021).
- Arroyos-Calvera, D., Drouvelis, M., Lohse, J. & McDonald, R. Improving Compliance with COVID-19 Guidance: A Workplace Field Experiment. SSRN Scholarly Paper at https://doi.org/10.2139/ssrn.3760562 (2021). · DOI
- Chu, J., Pink, S. L. & Willer, R. Religious identity cues increase vaccination intentions and trust in medical experts among American Christians. Proceedings of the National Academy of Sciences 118, e2106481118 (2021).
- Larsen, B. et al. Counter-stereotypical Messaging and Partisan Cues: Moving the Needle on Vaccines in a Polarized U.S. w29896 http://www.nber.org/papers/w29896.pdf (2022) doi:10.3386/w29896. · DOI
- Moehring, A. et al. Surfacing Norms to Increase Vaccine Acceptance. SSRN Scholarly Paper at https://doi.org/10.2139/ssrn.3782082 (2021). · DOI
- de Saint Laurent, C., Murphy, G., Hegarty, K. & Greene, C. M. Measuring the effects of misinformation exposure and beliefs on behavioural intentions: a COVID-19 vaccination study. Cognitive Research: Principles and Implications 7, 87 (2022).
- Su, Z. et al. Mental health consequences of COVID-19 media coverage: the need for effective crisis communication practices. Globalization and Health 17, 4 (2021).
- Freeman, D. et al. COVID-19 vaccine hesitancy in the UK: the Oxford coronavirus explanations, attitudes, and narratives survey (Oceans) II. Psychological Medicine 1-15 (2020) doi:10.1017/S0033291720005188. · DOI
- The relationship between cultural tightness-looseness and COVID-19 cases and deaths: a global analysis -ScienceDirect. https://www.sciencedirect.com/science/article/pii/S2542519620303016.
- Gollwitzer, A., Martel, C., Brady, W. J., Knowles, E. D. & Van Bavel, J. Partisan Differences in Physical Distancing Predict Infections and Mortality During the Coronavirus Pandemic. SSRN Scholarly Paper at https://doi.org/10.2139/ssrn.3609392 (2020). · DOI
- Kitayama, S., Camp, N. P. & Salvador, C. E. Culture and the COVID-19 Pandemic: Multiple Mechanisms and Policy Implications. Social Issues and Policy Review 16, 164-211 (2022).
- Marchlewska, M., Hamer, K., Baran, M., Górska, P. & Kaniasty, K. COVID-19: Why Do People Refuse Vaccination? The Role of Social Identities and Conspiracy Beliefs: Evidence from Nationwide Samples of Polish Adults. Vaccines 10, 268 (2022).
- Political beliefs affect compliance with government mandates -ScienceDirect. https://www.sciencedirect.com/science/article/pii/S016726812100113X?casa_token=5- WV0nAuUpgAAAAA:6x7eus-H1_GdOf- KNPL_GD3gzua63dtBQ9ni2qE6gA5JPkjNUzKSVq2thFeHKyjej35B1Iqe.
- Porter, E., Wood, T. J. & Velez, Y. Correcting COVID-19 Vaccine Misinformation in Ten Countries. Preprint at https://doi.org/10.31219/osf.io/4stbm (2022). · DOI
- Myerson, J., Strube, M. J., Green, L. & Hale, S. Individual differences in COVID-19 mitigation behaviors: The roles of age, gender, psychological state, and financial status. PLOS ONE 16, e0257658 (2021). 137.
- Belchior, A. M. & Teixeira, C. P. Determinants of Political Trust during the Early Months of the COVID-19 Pandemic: Putting Policy Performance into Evidence. Political Studies Review 14789299211056192 (2021) doi:10.1177/14789299211056193. 138. Viner, R. et al. School Closures During Social Lockdown and Mental Health, Health Behaviors, and Well-being Among Children and Adolescents During the First COVID-19 Wave: A Systematic Review. JAMA Pediatrics 176, 400-409 (2022). 139. Baumann, M. COVID-19 and mental health in children and adolescents: a diagnostic panel to map psycho-social consequences in the pandemic context. Discov Ment Health 1, 2 (2021). 140. Gómez-Durán, E. L. et al. COVID-19 Pandemic Psychological Impact and Volunteering Experience Perceptions of Medical Students after 2 Years. Int J Environ Res Public Health 19, 7532 (2022). 141. Jiang, X., Hwang, J., Shah, D. V., Ghosh, S. & Brauer, M. News Attention and Social-Distancing Behavior Amid COVID-19: How Media Trust and Social Norms Moderate a Mediated Relationship. Health Commun 37, 768-777 (2022). 142. Beyond Power Calculations: Assessing Type S (Sign) and Type M (Magnitude) Errors -Andrew Gelman, John Carlin, 2014. https://journals.sagepub.com/doi/10.1177/1745691614551642?url_ver=Z39.88- 2003&rfr_id=ori:rid:crossref.org&rfr_dat=cr_pub%20%200pubmed. 143. Mullin, M. Learning from Local Government Research Partnerships in a Fragmented Political Setting. Public Administration Review 81, 978-982 (2021). 144. DeBoer, S. et al. Building successful and sustainable academic health science partnerships: exploring perspectives of hospital leaders. Can Med Educ J 10, e56-e67 (2019). 145. Baker, S. R., Farrokhnia, R. A., Meyer, S., Pagel, M. & Yannelis, C. Income, Liquidity, and the Consumption Response to the 2020 Economic Stimulus Payments. https://www.nber.org/papers/w27097 (2020) doi:10.3386/w27097. 146. School-Academic Partnerships in Support of Safe Return to Schools During the COVID-19 Pandemic | Pediatrics | American Academy of Pediatrics. https://publications.aap.org/pediatrics/article/149/Supplement_2/e2021054268C/183313/School- Academic-Partnerships-in-Support-of-Safe?autologincheck=redirected?nfToken=00000000-0000- 0000-0000-000000000000. 147. Ruggeri, K. et al. Role of Military Forces in the New York State Response to COVID-19. JAMA Health Forum 3, e222136 (2022). 148. FieldsJessica et al. Community-Academic Partnerships to Address Covid-19 Inequities: Lessons from the San Francisco Bay Area. NEJM Catalyst Innovations in Care Delivery (2021). 149. Two elite medical journals retract coronavirus papers over data integrity questions. https://www.science.org/content/article/two-elite-medical-journals-retract-coronavirus-papers- over-data-integrity-questions. 150. · DOI
Cited by
Sorted by citations
Van Bavel, J. J., Robertson, C. E., del Rosario, K., Rasmussen, J., & Rathje, S. (2024) · Annual Review of Psychology · doi:10.1146/annurev-psych-022123-110258 · Cited by 121 · see citing works
Self-citation
- Authors
- Ruggeri, K., Stock, F., Haslam, S. A., Capraro, V., Boggio, P., Ellemers, N., Cichocka, A., Douglas, K., Rand, D. G., Cikara, M., Finkel, E., Linden, S. V. D., Druckman, J., Wohl, M. J. A., Petty, R., Tucker, J. A., Peters, E., Shariff, A., Gelfand, M., Packer, D., van Lange, P., Pennycook, G., Baicker, K., Crum, A., Weeden, K. A., Napper, L. E., Tabri, N., zaki, J., Skitka, L., Kitayama, S., mobbs, D., Sunstein, C. R., Galizzi, M. M., Milkman, K., Petrović, M., Todsen, A. L., Hajian, A., Verra, S., Buehler, V., Friedemann, M., Hecht, M., Mobarak, R., Jetten, J., Karakasheva, R., Tünte, M. R., Yeung, S. K., Rosenbaum, R. S., Yamada, Y., Hudson, S.-K. T. J., Soboleva, I., Macchia, L., Dimant, E., Geiger, S. J., Buabang, E. K., Landman, M., Lep, Z., Jarke, H., Wingen, T., Berkessel, J., Mareva, S., McGill, L., Papa, F., Većkalov, B., Afif, Z., Tavera, F., Andrews, J. L., Bursalıoğlu, A., Zupan, Z., Wagner, L., Navajas, J., Vranka, M. A., Kasdan, D., Novak, L., Hudson, K., Teas, P., Rachev, N. R., Van Bavel, J. J., & Willer, R.
- Affiliations
- Massachusetts Institute of Technology (US)
- New York University (US)
- KU Leuven (BE)
- ORCID
- Ruggeri, Kai
- Stock, Friederike
- Haslam, S. Alexander
- Capraro, Valerio
- Boggio, Paulo
- Ellemers, Naomi
- Cichocka, Aleksandra
- Douglas, Karen
- Rand, David Gertler
- Cikara, Mina
- Finkel, Eli
- Linden, Sander van der
- Druckman, James
- Wohl, Michael Jeremy Adam
- Petty, Richard
- Tucker, Joshua A
- Peters, Ellen
- Shariff, Azim
- Gelfand, Michele
- Packer, Dominic
- van Lange, Paul
- Pennycook, Gordon
- Crum, Alia
- Weeden, Kim A
- Napper, Lucy E.
- Tabri, Nassim
- zaki, jamil
- Skitka, Linda
- Kitayama, Shinobu
- mobbs, dean
- Sunstein, Cass R.
- Galizzi, Matteo M
- Milkman, Katherine
- Petrović, Marija
- Todsen, Anna Louise
- Hajian, Ali
- Verra, Sanne
- Friedemann, Maja
- Hecht, Marlene
- Mobarak, Rayyan
- Jetten, Jolanda
- Karakasheva, Ralitsa
- Tünte, Markus R.
- Yeung, Siu Kit
- Rosenbaum, R. Shayna
- Yamada, Yuki
- Hudson, Sa-kiera Tiarra Jolynn
- Soboleva, Irina
- Macchia, Lucía
- Dimant, Eugen
- Geiger, Sandra Jeanette
- Buabang, Eike Kofi
- Landman, Marna
- Lep, Zan
- Jarke, Hannes
- Wingen, Tobias
- Berkessel, Jana
- Mareva, Silvana
- McGill, Lucy
- Većkalov, Bojana
- Tavera, Felice
- Andrews, Jack L
- Bursalıoğlu, Aslı
- Zupan, Zorana
- Wagner, Lisa
- Navajas, Joaquin
- Vranka, Marek Albert
- Kasdan, David
- Novak, Lindsay
- Teas, Paul
- Rachev, Nikolay R.
- Van Bavel, Jay Joseph
- Willer, Robb
- Publisher
- Center for Open Science
- Published
- 2022-10-10
- OpenAlex
- W4304165929
- Cited by
- 19
- References
- 10
- Citations by year
- 2025: 1 · 2024: 6 · 2023: 11 · 2022: 1
- Type
- posted content
- Language
- en
- Open access
- green
- doi.org
- Locations
- PsyArXiv (OSF Preprints) (submittedVersion, cc-by)
- PsyArXiv (OSF Preprints) (submittedVersion)
- Topics
- Social Sciences › Communication › Communication and COVID-19 Impact
- Social Sciences › Sociology and Political Science › COVID-19 Prevention and Impact
- Physical Sciences › Mathematics › Modeling and Simulation › COVID-19 epidemiological studies
- Keywords
- COVID-19 pandemic, human behavior, behavioral science, public health policy, pandemic preparedness, misinformation, political polarization, health messaging, social norms, behavioral validation, fieldwork
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