At the time of writing, the COVID-19 pandemic has been raging for almost three years. It has cost five million people their lives. The toll of destru… - Chris von Csefalvay

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At the time of writing, the COVID-19 pandemic has been raging for almost three years. It has cost five million people their lives. The toll of destruction, the human cost, and the economic losses remain to be counted. Few outbreaks in history leave this kind of lasting mark on society: the Plague of Athens (430 BC), the Plague of Galen (165–180 AD), the Plague of Justinian (541–549), the Black Death (1346–1353), the Spanish Flu (1918–1920), and the HIV/AIDS pandemic (1981 onwards) are the most notable exceptions. COVID-19 has now joined the ranks of these sad episodes of human history. Yet humans are not helpless against pandemics. Amidst all the destruction and grief of the COVID-19 pandemic, science has been a bright, shining beacon showing how humanity can prevail against fearful odds.

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About Chris von Csefalvay

Chris von Csefalvay (born 15 July 1986) is a Hungarian-British computational epidemiologist and data scientist. He has written extensively about agentic AI, a concept he was among the first to describe, and on the computational modelling of infectious diseases. He is currently a Principal specializing in AI at HCLTech. He published his first monograph, Computational Modeling of Infectious Disease in 2023. He lives in Washington, DC with his wife, the art historian and illustrator Katie Hedrick, and their Golden Retriever.

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The small town of Gunnison, Colorado, lies at the bottom of the valley carved by the Gunnison River into the Rocky Mountains. It is now crossed by the Colorado stretch of U.S. Highway 50, but in 1918 the town was mainly supplied by train and two at best mediocre roads. When the 1918–19 influenza pandemic reached Colorado as an unwelcome stowaway on a train carrying servicemen from Montana to Boulder, the town of Gunnison took decisive action. As the November 1, 1918, edition of the Gunnison News-Champion documents, a Dr. Rockefeller from the nearby town of Crested Butte was “given entire charge of both towns and county to enforce a quarantine against all the world”. He instituted a strict reverse quarantine regime that almost entirely isolated Gunnison from the rest of the world. Gunnison became one of the few communities that largely escaped the ravages of the influenza pandemic, at least in the beginning. In an instructive example of the limited human patience for the social, psychological, and economic disruption of quarantine, adherence eventually waned, and the front page of the Gunnison News-Champion’s March 14, 1919, issue reports that the influenza pandemic got to Gunnison, too Nevertheless, Gunnison had a very lucky escape, of a population of over 6900 (including the county), there were only a few cases and a single death.

Computational models of infectious disease can make all the difference in our response to pandemics. As habitat loss and climate change make zoonotic spillover events increasingly more likely, COVID-19 is almost certainly not the last major pan- demic of the 21st century. In fact, it is reasonable to assume that such outbreaks will become increasingly frequent. Computational models can be powerful weapons in our fight against pandemics.

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