
- Written by: Kacey Sycamore

- Written by: Kacey Sycamore
By Barbara Feder Ostrov, CalMatters
Every day, while we’re all stuck at home, politicians and health officials and news anchors point to graphics showing the latest statistics on the coronavirus pandemic to indicate what might happen next, in your region and around the world.
Underlying those visuals are disease forecasting models — complex mathematical algorithms that predict disease spread and severity based on different scenarios. Because they can help predict the effects of different interventions, including our social distancing, coronavirus pandemic models significantly influence how governments are responding.
It’s tempting to regard these models as oracles that can tell us precisely what to do and when to do it. Can they tell us when we should return to work, or when our kids can go back to school? Is Grandma safe in her nursing home or should she come home? When can businesses safely reopen?
As California’s COVID-19 caseload tops 30,000, state officials are using a model developed at Johns Hopkins University to aid in their planning. If you’ve watched Gov. Gavin Newsom’s daily briefings online, some of the charts shown are based on the model’s predictions.
But the models need to be fed reliable data, and some data is in short supply, especially without widespread U.S. testing for the novel coronavirus that causes COVID-19. We still don’t know how many people have been infected without symptoms, for example. Other inputs, such as incubation periods and death rates, change by the day as we learn more about this virus.
“What makes modeling especially challenging are the human factors. Individual behaviors, health care infrastructure and political response each can affect the outcome of an epidemic,” said Shweta Bansal, an associate professor of biology at Georgetown University who specializes in disease modeling. “I think of models as a call to action. They can tell us what happens if we don’t act and how we can prevent the most dire consequences.”
Here are five things you should know to make sense of infectious disease models:
Why are there so many COVID pandemic models — and why are they all so different?
There are different types of infectious disease models for different purposes. Each has limitations and each can be useful in its own way.
“SEIR” models, for example, involve equations based on the number of susceptible people (S) who can be infected, the number of people exposed (E), the number of people infected (I) and the number of people recovered(R). Agent-based models use massive computer power to simulate the actions of millions of hypothetical people to predict the spread of disease. Still other models examine a disease outbreak in one country and try to predict outcomes elsewhere in the world based on that data. Some models look at travel patterns in spreading disease, and still others assess how age, ethnicity and contributing illnesses may affect survival rates.
Epidemiologists say it helps to have more than one model in responding to disease outbreaks because they use different inputs. Combining results from multiple models can give a more nuanced picture of an outbreak’s trajectory.
“The fact that there are so many models is a healthy sign,” said Bansal. “It’s the same with weather forecasts that rely on multiple mathematical models. But unlike a weather forecast, with a disease forecast we have the ability to change the outcome.”
The White House has controversially used a model developed by the University of Washington’s Institute for Health Metrics and Evaluation, which some disease experts have criticized as being based on overly optimistic assumptions about the benefits of social distancing, among other statistical issues. The Imperial College London model, which predicted as many as 22 million U.S. deaths if no action was taken, also apparently prompted the Trump administration to issue tougher new social distancing guidelines.
What goes into making an epidemiological model for an infectious respiratory disease?
California and some other states use an SEIR model developed by Johns Hopkins University epidemiologist Dr. Justin Lessler. This coronavirus pandemic model, according to the California Department of Public Health, takes into account assumptions about how long the disease takes to incubate, how long people are infectious, how many people each patient can infect, the fatality rate, how many people need hospitalization or intensive care, and importantly for hospital planning, how many people need ventilators because they can’t breathe on their own.
The model assumes that NPIs – “non-pharmaceutical interventions” such as social distancing – started in the state March 20. In fact, some counties ordered residents to shelter in place earlier, some later.
California also has been faring better on a daily basis than this model’s predictions had forecasted — only 4,892 cases were reported on April 16, compared to 12,119 cases projected for that date. Assembly members set aside time at a budget hearing Monday to question the Newsom administration about the model and seek more details about its assumptions.
Rodger Butler, a spokesman for the California Health and Human Services Agency, cautioned that “there is considerable uncertainty” in the model’s predictions because we still don’t know enough about how the virus behaves and, without widespread testing, how many people are infected. “We are continuously refining our model with researchers and local public health offices,” Butler said.
Which raises the next question:
What happens if you don’t have enough data, or the right data?
This is what keeps public health experts up at night.
Because testing has lagged so badly in the United States, “right now we don’t know how many people are infected,” said Karin Michels, professor and chair of the epidemiology department at UCLA’s School of Public Health. “The biggest unknown (for disease models) is the denominator. How many people out of the infected are actually dying or wind up in the ICU? We have no idea at this point.”
Epidemiologists want to know more about when people are no longer infectious. They hope to learn more about who, once infected, is most likely to need hospitalization or a ventilator, to prevent overwhelming hospitals. True fatality rates aren’t one-size-fits-all; they will differ by age, gender, underlying illness and access to health care, among other factors.
Epidemiologists also need to better understand how many people might have been infected but not show symptoms. New antibody tests now being rolled out can help answer that question, but not quickly, and some of these tests are proving inaccurate. Some public health experts say that preventable delays in widespread testing and a perceived chaotic federal response have prevented the kind of critical data gathering needed to get a handle on outbreaks in various regions of the country — and to provide the kind of intelligence needed before reopening the country.
What makes a model succeed in its predictions?
Disease modelers and mathematicians argue about this a lot. The quality of the data that goes into a disease model is important. The range of error in the model’s predictions are important, too. If early predictions of a model don’t measure up to reality, its later predictions may not as well.
The University of Washington’s coronavirus pandemic model, for example, which aimed to predict outbreaks based primarily on early data from China and later Europe, has had such a wide range of error in its predicted death rates that some epidemiologists have recommended that governments do not use it for planning. The model’s predictions of when cases will peak in various regions also have swung dramatically in different weeks — and rarely coincided with other models’ forecasts, prompting some experts’ concern about the model’s validity going forward. Some politicians are citing the model’s relatively optimistic forecasts as justification to open the country earlier than public health officials recommend.
The model’s developers say they are continually updating their model and have adjusted it to reflect regional differences in how daily death rates peak over time, and how social distancing policies vary by region.
Still, disease models are supposed to serve as a wake-up call prompting us to act. If our actions succeed in slowing infections and deaths, making the predictions inaccurate — that’s a good thing.
What do public health experts wish people understood about coronavirus pandemic models?
Disease models are not perfect, and they can adapt as new data becomes available. Models “can help us think through different scenarios, but they shouldn’t be used as crystal balls,” Bansal said. “If we believe that a model’s prediction of 100,000 deaths is what will happen if we don’t act, then we do everything we can to prevent those 100,000 deaths.”
Also: they’re better for predicting short-term needs and outcomes, Michels said, such as how many ventilators a hospital might need next month, rather than next year:
“I don’t think we can predict the fall yet. We only know the virus will still be around, so life will be complicated.”
CalMatters.org is a nonprofit, nonpartisan media venture explaining California policies and politics.
- Written by: Kacey Sycamore
Anytime there’s a significant news event — like a global pandemic, for example — you can expect misinformation to spread across the Internet.
“Fake news” means stories that contain fabricated information, or information that’s based on rumor, shoddy methodology or a partisan agenda.
With the coronavirus, popular fake news stories have included reports that the virus is a manmade bioweapon and that it can be cured by eating garlic or high doses of Vitamin C, among many others.
A Pew Research Center study found that about half of U.S. adults (48%) report having come across at least some news and information about COVID-19 that seemed completely made up, with 12% saying they have seen a lot of it and 35% saying they have seen some.
In light of the prevalence of these dubious stories, we wanted to share some tips for identifying fake news and finding information you can trust.
Spotting Fake Stories
Tip 1: Check the source
Click away from the story to look into who the publisher is, read the site’s “About Us” page or mission statement, check the domain name (be wary of unusual top-level domain names, like “.com.co.), investigate who the author is and what else they’ve published. Does everything seem credible, real and trustworthy?
Tip 2: Read beyond the headline
Headlines can be misleading — often written with sensational claims to get clicks. What’s the whole story? If the story seems outlandish, make sure it’s not a piece of satire.
Tip 3: Pay attention to quality and date
Spelling errors and dramatic capitalization don’t fly at credible news outlets. Also, check when the story was published. Re-publishing old stories can take information out of context.
Tip 4: Check the sources and citations
Credible journalism is led by gathering facts from people, documents and other publications, which means you should see quoted material in the story with named sources and links, when relevant, to information that supports what’s written. If you came across the story on social media, make sure to click through to the story and investigate the publisher as outlined in Tip 1. You can’t always trust what’s shared by your friends.
Tip 5: Check your biases
Does the story tell you what you want to hear? Does it only confirm what you already suspected? Consider if your own beliefs could affect your judgment.
Tip 6: Consult professional fact-checkers or experts
There are many websites dedicated to debunking false information online. Google the topic + fact check, ask a librarian, or do your own detective work to determine fact from fiction.
COVID-19 Sources to Trust
When it comes to the current coronavirus pandemic, the best places to turn to for reliable, trustworthy information are public health organizations and officials, your local and state government, and nonprofit news organizations.
Locally, you can look to your county and its Department of Public Health or Office of Emergency Services for updates and resources. (In Sonoma County, that would be https://socoemergency.org/.)
For state information, look to the Governor’s Office or state Department of Public Health. California Gov. Gavin Newsom has been holding daily briefings on the crisis most days at noon (look to his Twitter page for announcements), and the CDPH is keeping track of case count totals and providing other resources.
Federal organizations to turn to for factual health information include the Centers for Disease Control and Prevention and the World Health Organization.
Local news organizations (like NorCal Public Media!) are also great places to turn to for the latest news and context.
Above all, it’s important when consuming the news to maintain curiosity, be reflective about what you’re reading, actively investigate your sources and look for in-depth coverage. Take breaks when you need to — there’s way more information out there than is necessary for you to stay safe and healthy.
Citations for this story include:
Cornell University
Harvard University
Pew Research Center
NewsGuard
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- Living with Lead: 'Like Crabs in a Barrel'
- Living Downstream Preview: Tour Uncovers Richmond Poisons
- Native Fire Practices Can Make Communities Safer
- Community Health Workers Help Gain Environmental Justice
- Woodstock and Red-Haired Girl Get Their Day in 2019
- County Agrees to $3 Million Lopez Settlement
- Emerald Cup Draws Cannabis Experts, Entrepreneurs and Fans
- Emerald Cup Prize to Willie Nelson, Others Enjoy Legal Smoke
- Sonoma Residents Work to Reduce Health Disparities
- Journalist Tess Vigeland Leads Camp Fire Reporting Effort
- Sexual Assault Prevention Educator Opposes Title IX Changes
- Coffey Strong Heads to Butte County to Share Advice
- Immigration Tied to Benefits? County Schools Head Says No
- North Bay Residents Offer Hope, Aid to Camp Fire Evacuees
- Sonoma County to Create New Emergency Management Department
- Community Members Debate How to Best Spend Homelessness Aid Grant
- Santa Rosa Official Offers Advice to Camp Fire Survivors
- Santa Rosa City Council Votes to Extend Renter Protections
- California Seeks Input on Housing Recovery Funds
- Dogs Compete in Sheep Herding at Hopland Research Center
- Santa Rosa Hosts 2018 California Economic Summit
- In Short Time, Conductor Lecce-Chong Puts Stamp on Symphony
- Music Inspires Climate Activists at Global Summit
- Climate Summit Contest: Unlikely Company Wins Funding
- Displaced Camp Fire Evacuees Consider What Comes Next
- Camp Fire Evacuees Sleep in Cars, Tents in Chico Parking Lot
- Poor Air Quality Poses Health Hazard for Workers
- Commentary: One Year On, Cannabis Legalization Mostly On Track
- KRCB's Steve Mencher and Adia White Discuss the Midterm Election
- Equity a Key Topic at 26th Annual Latino Health Forum
- Shomrei Torah Hosts Service for Tree of Life Shooting Victims
- The Difficult Birth of the Graton Resort and Casino
- Santa Rosa Voters Deliberate Affordable Housing Measure
- Sonoma County Works to Finalize Disaster Recovery Plan
- As City Builds New Park in Roseland, Whose Voices Are Heard?
- Sebastopol Building First in the Region to Use Hempcrete
- $12 Million in State Funds to Aid the Homeless in Sonoma Co.
- 'Pictures of a Gone City' Presents Bay Area, Warts and All
- Sonoma Co. Releases Results of Emergency Alert Tests
- Huffman Opponent Dale Mensing Supports Trump and DACA
- Rep. Jared Huffman Running on Accomplishments and Opposition to Trump
- One Year After the Oct. Wildfires, Many Families Are Still Uprooted
- Coffey Park Resident Shares her Experience a Year after the Fires
- More Counseling Services Needed for Spanish Speakers
- On Fire Anniversary, Recalling 'Battle to Save Jack London's Mountain'
- Cannabis Commentary: Return to Pot Prohibition Impossible
- Emergency Alert Test Lacks Spanish Translation for Broadcast
- Creative Sonoma Art Program Helps Students Cope With Trauma
- Organizations Work to Remove Language Barriers in Disasters
- Grape Stomping Ushers in the Harvest Season
- Grape Harvest Underway Across the North Bay
- Kavanaugh-Ford Testify Before Senate Judiciary – Watch Live Beginning at 7 am
- After a Month in Palestine, Empathy for Plight of Refugees
- Violence Prevention Partnership Keeps Kids out of Gangs
- Santa Rosa Hosts Gang Prevention Training for Parents
- Sonoma Co. Seeks Funds for Homelessness, Mental Health
- Sebastopol Peace Wall Adds Ellsberg, Huerta, and Two Locals
- North Bay Farm Shows Some Agriculture Can Help the Earth
- Mendocino Company Uses Goats to Reduce Wildfire Risk
- "Reflections After the Fire" Aims to Ease Trauma Through Art
- Gov. Jerry Brown Blasts Trump on Climate Change at SF Summit
- Global Climate Summit Update: Protecting Forests, People
- Meet Our New Cannabis Commentator, David Downs
- Sonoma County Tests Wireless Emergency Alerts
- Mendocino Company Markets Wild Seaweed as a Healthy Snack
- Climate Summit Takes Over San Francisco
- North Bay Residents March for Climate, Jobs and Justice
- Grand Jury Details Upgrades for Sonoma Emergency Response
- Sonoma County Civil Grand Jury Faults Emergency Response
- Spanish Speakers Question Officials at Fire Recovery Event
- Monarchs and Milkweed: Giving Butterflies a Boost
- Cannabis Expert David Downs: Market in Flux, Changes Certain
- Charles M. Schulz Museum to Host Auction for Wildfire Relief
- Expanded Life Jacket Program Saves Lives on Russian River
- Homeless Series Continues: Meet Chris and Cheri
- Firefighters Make Progress on Largest California Wildfires