Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

Intensity and frequency of extreme novel epidemics

Bibliographic Data

ID23324992
AuthorsM Marani (0000-0002-1493-6913, University of Padua, corresponding author), Gabriel G Katul (0000-0001-9768-3693, Duke University), William Pan (0000-0002-7407-7399, Duke University), Anthony J Parolari (0000-0002-1046-6790, Marquette University)
Year2021
Volume118
Issue35
Publication date2021-08-31
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueProceedings of the National Academy of Sciences (JOURNAL)
Journal identifiersISSN: 0027-8424 • E-ISSN: 1091-6490
PublisherNational Academy of Sciences (PUBLISHER • US)
DOI10.1073/pnas.2105482118
PMID34426498
OpenAlexW3194634981
LanguageEN
Citations received98
References cited19

Observational knowledge of the epidemic intensity, defined as the number of deaths divided by global population and epidemic duration, and of the rate of emergence of infectious disease outbreaks is necessary to test theory and models and to inform public health risk assessment by quantifying the probability of extreme pandemics such as COVID-19. Despite its significance, assembling and analyzing a comprehensive global historical record spanning a variety of diseases remains an unexplored task. A global dataset of historical epidemics from 1600 to present is here compiled and examined using novel statistical methods to estimate the yearly probability of occurrence of extreme epidemics. Historical observations covering four orders of magnitude of epidemic intensity follow a common probability distribution with a slowly decaying power-law tail (generalized Pareto distribution, asymptotic exponent = −0.71). The yearly number of epidemics varies ninefold and shows systematic trends. Yearly occurrence probabilities of extreme epidemics, P y , vary widely: P y of an event with the intensity of the “Spanish influenza” (1918 to 1920) varies between 0.11 and 0.89% from 1600 to present, while its mean recurrence time today is 879 y (95% CI: 730 to 1081 y). The slow decay of probability with epidemic intensity implies that extreme epidemics are relatively likely, a property previously undetected due to short observational records and stationary analysis methods. Using recent estimates of the rate of increase in disease emergence from zoonotic reservoirs associated with environmental change, we estimate that the yearly probability of occurrence of extreme epidemics can increase up to threefold in the coming decades.

Coronavirus disease 2019 (COVID-19) · Disease · Geography · Infectious disease (medical specialty) · Outbreak · Pandemic · Population · Statistics · COVID-19 epidemiological studies · Demography · Mathematics · Medicine · Viral Infections and Vectors · Zoonotic diseases and public health

  • EMS response to infectious disease outbreaks

    Open Access•Abdulrahman Ramadhan Alenezi, Mohammed Ayyat Alanazi et al.•International Journal of Health…•2022

  • Impact of Covid-19 School Closures on German High-School Graduates’ Perceived Stress

    Open Access•Tim Rogge, Andreas Seifert•Education Sciences•2025

  • The Norwegian closedown during the Covid-19 pandemic

    Open Access•André R Karlsen•International Journal of Disaster…•2025

  • Did aid to the Ebola crisis divert aid for reproductive, maternal, and newborn health? An analysis of donor-reported data in Sierra Leone

    Open Access•Susannah H Mayhew, Kirkley Doyle et al.•Conflict and Health•2024

  • Multivariate Pharma Technology Transfer Analysis

    Open Access•Karol Śledzik, Renata Płoska et al.•International Journal of…•2023

  • The “15-Minute City” Concept in the Context of the Covid-19 Pandemic and Climate Change

    Open Access•David Vlahov, Ann Kurth•Journal of Urban Health•2024

  • Non-covid Patients during the Period of Pandemic in Serbia

    Open Access•Isidora Jarić, Marko Milenković et al.•Etnoantropološki problemi /…•2023

  • Delivering compassionate NHS healthcare

    Open Access•Anna Chiumento, Sara Fovargue et al.•Social Science & Medicine•2024

  • Cidades e a Transição Demo-Climática no Brasil

    Open Access•Alisson F Barbieri•Sociedade & natureza•2024

  • Cities and the Demo-Climatic Transition in Brazil

    Open Access•Alisson F Barbieri•Sociedade & natureza•2024

  • Social, Digital and Community Capital Facilitated Covid-19 Pandemic Resilience in a Qualitative Survey of Older Adults With Mild Cognitive Concerns

    Open Access•Annie Mae Wright, Harriet Demnitz‐King et al.•INQUIRY The Journal of Health…•2025

  • Expectations of non-Covid-19 deaths during the pre-vaccine pandemic

    Open Access•Ralph Catalano, Joan A Casey et al.•BMC Public Health•2023

  • Burnout among Health Care Professionals during Covid-19

    Open Access•Siw Tone Innstrand•International Journal of…•2022

  • Living in an Age of Pandemics—From Covid-19 to Monkeypox, Polio, and Disease X

    Open Access•Lawrence O Gostin•JAMA Health Forum•2022

  • Conflict in the EMS Workforce

    Open Access•Halia Melnyk, Gennaro Di Tosto et al.•International Journal of…•2023

  • “I Somehow Survived… but I Will Never Do It Again”

    Open Access•Urška Štremfel, Manja Veldin•International Journal of…•2025

  • Investigating Factors Influencing Prenatal Stress, Anxiety, and Fear of Childbirth During the Covid-19 Pandemic in Germany and Switzerland

    Open Access•Rita T Amiel Castro, Nora K Schaal et al.•Maternal and Child Health Journal•2023

  • Exploring affordable and effective pandemic containment measures in lower-income countries with a spatial Seir model

    Open Access•Liyuan Fan, Lingyu Fan et al.•BMC Public Health•2025

  • The impact of lockdowns during the Covid-19 pandemic on fertility intentions

    Open Access•Irma Mooi-Reci, Trong-Anh Trinh et al.•Economics & Human Biology•2022

  • Future-proofing cities against negative city mobility and public health impacts of impending natural hazards

    Open Access•Leandro Martin Totaro Garcia, Leandro Garcia et al.•The Lancet Planetary Health•2025

  • Impact of Covid-19 lived experiences on future influenza pandemic worry

    Open Access•Baohua Liu, Xiaozhuo Zhu et al.•BMC Public Health•2025

  • Low-Level Visual Features of Window Views Contribute to Perceived Naturalness and Mental Health Outcomes

    Open Access•Larissa Samaan, Leonie Klock et al.•International Journal of…•2024

  • Enhanced Covid-19 Provider Relief, Hospital Finances, and Care for Medicare Inpatients

    Open Access•Jason Buxbaum, Jason D Buxbaum•JAMA Health Forum•2025

  • Commentary

    Open Access•Jennifer L Scheid, Jennifer L Reed et al.•International Journal of…•2023

  • Covid-19 Vaccine Hesitancy in South Africa

    Open Access•Michelle Engelbrecht, Christo Heunis et al.•International Journal of…•2022

  • The impact of Covid-19 on Swiss students’ learning

    Open Access•Valentin Unger, Fabian Grünig et al.•Learning and Instruction•2026

  • Partisanship predicts Covid-19 vaccine brand preference

    Open Access•Elena Fumagalli, Candelaria Belén Krick et al.•Humanities and Social Sciences…•2023

  • Student wellbeing during Covid-19—Impact of individual characteristics, learning behavior, teaching quality, school system-related aspects and home learning environment

    Open Access•Julian Brauchle, Valentin Unger et al.•Frontiers in Education•2025

  • Improving masked communication

    Open Access•Sarah D Mccrackin, Jelena Ristic•Frontiers in Communication•2024

  • Predicting Covid-19 community infection relative risk with a Dynamic Bayesian Network

    Open Access•Daniel Patrick Johnson, Vijay Lulla•Frontiers in Public Health•2022

  • Acceptance of a third Covid-19 vaccine dose, vaccine interchangeability, and clinical trial enrolment among parents of children 12–17 years in Lima, Perú

    Open Access•Carlos R Celis, Lucie Ecker et al.•Frontiers in Public Health•2024

  • Suicide prevention during disasters and public health emergencies

    Open Access•James J Parsons, Lennart Reifels et al.•Frontiers in Public Health•2024

  • Pregnant individuals perspectives towards receiving Covid-19 vaccination during their pregnancy

    Open Access•Sanne J M Zilver, Anna L Rietveld et al.•Frontiers in Public Health•2024

  • Disparities and protective factors in pandemic-related mental health outcomes

    Open Access•Ariane L Rung, Evrim Oral et al.•Frontiers in Public Health•2024

  • Influence of Self-Efficacy, Anxiety and Psychological Well-Being on Academic Engagement During University Education

    Open Access•Emilio Jesús Lizarte Simón, José Gijón Puerta et al.•Education Sciences•2024

  • Determinants of university students' safety behavior during a pandemic

    Open Access•Rosemary R Seva, Jazmin Tangsoc et al.•International Journal of Disaster…•2024

  • Historical trends demonstrate a pattern of increasingly frequent and severe spillover events of high-consequence zoonotic viruses

    Open Access•Amanda Jean Meadows, Nicole Stephenson et al.•BMJ Global Health•2023

  • Urgent pandemic messaging of WHO , World Bank, and G20 is inconsistent with their evidence base

    Open Access•David Bell, George W Brown et al.•Global Policy•2024

  • Reducing administrative burdens to increase the take-up of public services

    Open Access•Paola Cantarelli, Nicky Belle et al.•Public Management Review•2024

  • Animal Futurity

    Open Access•Nora Castle, Giulia Champion•Green Letters•2022

  • Longitudinal co-trajectories of depression and alcohol problems in adults during the Covid-19 pandemic

    Open Access•Veerpal Bambrah, Jeffrey D Wardell et al.•Current Psychology•2024

  • Who wants to remember Covid-19? Social identification and collective remembering-imagining system predict support for pandemic commemorations

    Nida Bikmen, Thu Le•Memory•2026

  • Analysis of the labour market impacts of the coronavirus pandemic

    Adeola Oyenubi•Development Southern Africa•2024

  • Burnout before and during Covid

    Open Access•Shaun Prentice, Diana S Dorstyn et al.•Medical Education•2025

  • Unmasking the Pandemic’s Dark Side

    Open Access•Hannan Latif, Andria Timmer et al.•International Journal of Offender…•2026

  • The resistance toward Covid-19 contact tracing apps

    Open Access•Camilla Barbarossa, Michela Patrizi et al.•Health Policy•2023

  • Preparing for the Next Pandemic

    Rachel Cox Simms•Journal of Nursing Education•2025

  • Examining Public Perceptions of Government Exploitation of National Emergencies

    Open Access•Silas L Patterson, Richard K Moule et al.•Criminal Justice and Behavior•2025

  • Online Learning Stress and Chinese College Students’ Academic Coping during Covid-19

    Wai‐lap Lance Wong, Ka-wai Anna Yuen•The Journal of Psychology•2023

  • Caregiving stress and maternal mental health during the Covid‐19 pandemic

    Open Access•Kelsey M Quigley, Rachel Kwon et al.•Family Process•2025

  • Decision making under extinction risk

    Open Access•Maximilian Maier, Adam J L Harris et al.•Cognitive Psychology•2025

  • Exploring reasons and motivations for suicide attempts in prison before and during the Sars-CoV-2 pandemic

    Open Access•Leonel C Gonçalves, Laurent Gétaz et al.•Health & Justice•2025

  • ‘Wait! Don’t touch me!’

    Open Access•Camilla R De Camargo•Police Practice and Research•2023

  • A partisan pandemic

    Open Access•Adrienne McManus, Tim Vlandas•Journal of European Public Policy•2026

  • Externalities and norms in the context of a novel virus

    Open Access•C Horne, M K Johnson•Rationality and Society•2026

  • Social conditions and social distancing during the Covid-19 pandemic in the United States

    Open Access•Rana S Gautam, John O'Sullivan et al.•Sociological Spectrum•2026

  • Cross-national variations of gender differences in violence during the Covid-19 pandemic

    Andria Timmer, Laura Iesue et al.•Global Crime•2026

  • Daily routine impacts on leisure engagement

    Gabriela Baranowski Pinto, Fernando A Bernardes Amaral et al.•World Leisure & Recreation•2023

  • Differential impacts of face masks for threat evaluations of Asian versus Black faces

    Open Access•Alysson E Light, Bronte Reidinger et al.•Group Processes & Intergroup…•2023

  • Pandemics past

    Open Access•Nida Bikmen•Group Processes & Intergroup…•2023

  • Using Preprint Sources in Science News

    Open Access•Chelsea L Ratcliff, Alice Fleerackers et al.•Science Communication•2025

  • Factors influencing modal shift to bike sharing

    Open Access•João Filipe Teixeira, Cecilia Silva et al.•Journal of Transport Geography•2023

  • Bidirectional Intimate Partner Violence and Covid Stress During the Covid-19 Pandemic

    Open Access•Hannah F Rasmussen, Yehsong Kim et al.•Journal of Family Violence•2025

  • My Body, My Choice? Examining the Distinct Profiles Underlying Attitudes Toward Abortion and Covid-19 Mandates

    Open Access•Douglas Osborne, Joaquín Bahamondes et al.•Sex Roles•2024

  • Economic geography II

    Open Access•Andrew Leyshon•Progress in Human Geography•2023

  • Making the World Safer and Fairer in Pandemics

    Open Access•Lawrence O Gostin, Kevin A Klock et al.•The Hastings Center Report•2023

  • Roman Catholic Religious Affiliation and Reactions to the Initial Stage of the Covid-19 Pandemic in Poland

    Open Access•John B Nezlek, Marzena Cypryańska•Journal of Religion and Health•2025

  • The association between household and neighborhood characteristics and Covid-19 related ICU admissions

    Open Access•Andrew H Stephen, Sarah B Andrea et al.•SSM - Population Health•2022

  • Outbreak distress’

    Open Access•Rosalie Hayes, A TAIT SMITH et al.•Global Public Health•2026

  • Under pressure

    Erik J Jansen, James Danckert et al.•Self and Identity•2022

  • Leading the dance. The role of teacher collaboration and collegiality during sudden disruptions

    Open Access•Þorsteinn Árnason Sürmeli, Guðrún Ragnarsdóttir et al.•Teaching and Teacher Education•2024

  • Socio-Environmental Crises and Cognitive Ageing. Exploring the Cognitive Impact of the Covid-19 Pandemic and Climate Crises on Older Adults’ Memory and Verbal Fluency

    Open Access•Ariane Bertogg, Martina Brandt•KZfSS Kölner Zeitschrift für…•2025

  • Are socio-demographic and economic characteristics good predictors of misinformation during an epidemic

    Open Access•Elisa M Maffioli, Robert Gonzalez et al.•PLOS Global Public Health•2022

  • Assessing Covid-19 pandemic’s impact on essential diabetes care in Manila, the Philippines

    Open Access•Greco Mark B Malijan, John Jefferson V Besa et al.•PLOS Global Public Health•2024

  • Geographical and practical challenges in the implementation of digital health passports for cross-border Covid-19 pandemic management

    Open Access•Gideon Towett, R Sterling Snead et al.•Globalization and Health•2023

  • An argument for pandemic risk management using a multidisciplinary One Health approach to governance

    Open Access•Katie Woolaston, Zoe Nay et al.•Globalization and Health•2022

  • What makes us pool our rides within and out of a pandemic context

    Open Access•Merindha Arty Sekardani, Mohamed Abouelela et al.•Transportation•2025

  • Intergenerational Support and Later Life Health

    Open Access•Ariane Bertogg, Anna Manzoni•Journal of Marriage and the Family•2025

  • The Role of Personal Values in Shaping Perceptions of the Legitimacy of Public Health Officials During a Global Pandemic

    Open Access•Kate Hawks•Social Psychology Quarterly•2025

  • A Qualitative Exploration of Frontline Homeless Service Worker Experiences during the Covid-19 Pandemic

    Amanda Aykanian•Journal of Social Service Research•2023

  • Longitudinal Changes in Psychosocial Adjustment Before and During the Covid-19 Pandemic for Adolescents with Differential Patterns of Solitude and Sociability

    Open Access•Meghan E Borg, Teena Willoughby•Journal of Youth and Adolescence•2024

  • Assessing public support for expanded police powers in the early days of the Covid-19 pandemic

    Open Access•Richard K Moule, Silas Patterson et al.•Journal of Criminal Justice•2024

  • The role of temporal analogies in collective movements

    Open Access•Ann-Cathrin Coenen, Ann‐Cathrin Coenen et al.•European Journal of Social…•2024

  • Reveling in Mayhem

    Open Access•Raihan Alam, Joseph A Vitriol•Journal of Social Issues•2025

  • Making transdisciplinarity work for complex systems

    Open Access•L W Jerome, Jerome Lee et al.•Futures•2024

  • Export policy cooperation in a pandemic

    Open Access•Gerda Dewit, Dermot Leahy•Economica•2025

  • Neighbourhood labour structure, lockdown policies, and the uneven spread of Covid‐19

    Open Access•Carlo Corradini, Jesse Matheson et al.•Economica•2024

  • Measuring Psychological Response to Pandemics

    Open Access•David L Yap, Evelyn Behar•Behavior Therapy•2025

  • Random Patterns of Medicinal Plants on a Phylogeny do not Imply Random Selections of Medicinal Plants

    Open Access•Kowiyou Yessoufou, Samaila Samaila Yarádua et al.•Economic Botany•2025

  • Pandemic lockdowns and their impacts on urban‐based agrarian livelihoods and food security in a Provincial City in the Philippines

    Open Access•Marvin Joseph F Montefrio, Anacorita O Abasolo•Area•2026

  • Trajectories of Well‐Being and Burnout Among Health and Social Services Community Workers During the Covid‐19 Pandemic

    Open Access•Ariane Paquin, Alexandra Giroux et al.•Journal of Community Psychology•2025

  • Covid‐19‐related anxieties do not decrease support for liberal democracy

    Open Access•Veronica Anghel, Julia Schulte‐cloo•European Journal of Political…•2023

  • Field Research When There Is Limited Access to the Field

    Open Access•Kenya Amano, Melanie Sayuri Dominguez et al.•PS Political Science & Politics•2023

  • Did Covid-19 Change Armed Group Governance? Evidence from a Survey of Local Security Authorities in Colombia

    Open Access•Erica De Bruin, Michael Weintraub•Bulletin of Latin American Research•2023

  • Common stressors, coping processes, and professional help-seeking of medical professionals in Hong Kong

    Open Access•Kylie Kai-Yi Chan, Nelson Chun-Yiu Yeung et al.•Journal of Health Psychology•2024

  • Reimagining adult education and lifelong learning for all

    Open Access•Aaron Benavot, Catherine Odora Hoppers et al.•International Review of Education•2022

  • Progress Stalled? The Uncertain Future of Mortality in High-Income Countries

    Open Access•Jennifer B Dowd, Antonino Polizzi et al.•Population and Development Review•2025

  • Does delivery matter? Examining pandemic vaccination preferences across time and countries using a discrete choice experiment

    Open Access•Qianqian Kong, H De Vries et al.•Social Science & Medicine•2025

  • An Introduction to Statistical Modeling of Extreme Values

    Open Access•Stuart Coles•Introduction to Statistical…•2001

  • Anthropogenic environmental change and the emergence of infectious diseases in wildlife

    Open Access•Peter Daszak, Andrew A Cunningham et al.•Acta Tropica•2001

  • Global trends in emerging infectious diseases

    Open Access•Katlin E Jones, Nikkita G Patel et al.•Nature•2008

  • Probable Inference, the Law of Succession, and Statistical Inference

    Edwin B Wilson•Journal of the American…•1927

  • Stationarity Is Dead

    Open Access•P C D Milly, Julio L Betancourt et al.•Science•2008

  • The Hyde 3.1 spatially explicit database of human‐induced global land‐use change over the past 12,000 years

    Open Access•Kees Klein Goldewijk, Arthur Beusen et al.•Global Ecology and Biogeography•2011

  • Zoonotic host diversity increases in human-dominated ecosystems

    Open Access•Rory Gibb, David W Redding et al.•Nature•2020

  • Spread and dynamics of the Covid-19 epidemic in Italy

    Open Access•Marino Gatto, Enrico Bertuzzo et al.•Proceedings of the National…•2020

  • An essay concerning mankind's demographic evolution

    Open Access•J N Biraben, Jean-Noël Biraben•Journal of Human Evolution•1980

  • The World Economy

    Angus Maddison•Development Centre Studies The…•2003

  • Atlas of World Population History

    John D Durand, Colin Mcevedy et al.•Population Studies•1979

Unique citing works98
Citations per year24,5
Citation span2022 - 2026 (5)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 88
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae