U.S. #wastewater levels are higher than during 70% of the pandemic:
🔹1.95% (1 in 51) are infectious
🔹Nearly 1 million C0VID cases per day
🔹Causing >40,000 #LongCovid cases per day
Let's look at these wildly divergent forecasts for the next 4 weeks.
Real-time Model: If you assume Biobot is reporting accurate real-time wastewater data each week, follow the red line. This says we have peaked on our late summer wave. That would be great news in terms of less morbidity and mortality. The problem is that real-time reports have been prone to error lately, more often than not underestimating wastewater levels, and then corrected later.
Alt Model 1 (Turtle): The turtle model moves slow, like a turtle. It assumes the most recent week's data from Biobot are useless and ignores them. By ignoring the most recent data, it will be slow to detect a quick change in transmission, like a peak. It basically expects "more of the same" for a little longer. See green line.
Alt Model 2 (Cheetah): The cheetah model moves fast, like a cheetah. It assumes that if last week's Biobot wastewater data underreported levels by X% that this week's current real-time data are also underreporting by that same percent. Last week's real-time data were corrected upward by 15%, which makes a huge difference in forecasting whether we're leveling off or on a steep incline. The cheetah model has us getting up to 1.4 million cases/day, so this is a good model for a worst-case scenario. See yellow line.
Composite Model: This is the average of the three models. It's what we use in the red box for estimating cases 4 weeks from now. It's a good estimate if trying to cite a point estimate to coworkers (e.g., "The U.S. will see about 1 million new cases/day the next several weeks). However, from a forecasting perspective, it's less useful because the underlying models are so divergent. See black line.
Big-Picture Framing
The current state of the pandemic is extremely bad. Expect approximately 1 million new U.S. cases per day the next several weeks. Less if we're lucky, and more if we're not. As a psychologist, I would characterize denial about the current C0VID wave to peak in the next couple weeks. Most people believe "the pandemic is over" and we're "after C0VID." Expect further gaslighting for now.
Let's zoom out from the 6-month view to the full pandemic.
Given current levels and forecasts, we're in a wave of transmission similar to the winter of 2020-21 or Delta. 🔥🔥
178 million infections & >8 million #LongCovid cases in 2023 thus far.
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With about 2% of the U.S. population actively infectious with C0VID, school and in-person work remain extremely risky.
Offer remote activities. #MaskUp. #VaxUp again when allowed. Read up on and improve indoor air quality. Avoid indoor dining. #RapidTest frequently.
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Here's the full PMC C0VID-19 Dashboard for Sep 6, 2023.
Please share here and across other platforms if you found any of the above Tweets helpful. I'd love to hear how you're using the data and if it's helped you with any "wins" on #pandemic safety.
Thank you 🙏
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U.S. CDC numbers just released. Good news (for those not in Louisiana). "Only" a 5% national increase.
2025 has closely tracked with summer 2023 transmission. A 12-13% increase would have been expected based on those numbers. That said...
real-time data have been prone to retroactive corrections. This is frustrating, of course, because it leaves people making decisions based on data that are only of good quality when 2 weeks old.
If we saw a 12% increase this week, I'd say look at 2023 for a glimpse...
at the future. Instead, I would consider these plausible scenarios:
🔹Wave still similar to 2023
🔹Later wave with schools more implicated
🔹Something temporarily much better
COVlD is surging in 7 states, according to the CDC.
🔹Hawai'i (Very High)
🔹California (High)
🔹Nevada (High)
🔹Texas (High)
🔹Louisiana (High)
🔹Florida (High)
🔹South Carolina (High)
2. PMC COVlD Dashboard, July 21, 2025 (U.S.)
Western surge:
🔹California: 1 in 63 actively infectious, much higher in LA & Bay areas
🔹Hawai'i: 1 in 35 actively infectious
🔹Nevada: 1 in 63 actively infectious
These are wastewater derived estimates, not from individual tests
3. PMC COVlD Dashboard, July 21, 2025 (U.S.)
Southern surge:
🔹Texas: 1 in 56
🔹Louisiana (New Orleans): 1 in 65
🔹Florida: 1 in 66
🔹South Carolina: 1 in 71
Again, wastewater estimates (wise indicator), not individual testing (low-quality data).
We estimate 1 in 148 Americans are actively infectious. This equates to 2.3 million infections/week, expected to result in >100,000 new #LongCOVID conditions & >800 deaths.
A room of 100 people is a coin toss of an exposure.
2) PMC COVlD Dashboard, July 14, 2025 (U.S.) 🧵
Transmission (red) is closely tracking the path of 2 years ago (yellow). However, the incoming data are spotty. >20% of CDC states have limited/no data, & Biobot hasn't reported in weeks.
Could be MUCH worse or slightly better.
3) PMC COVlD Dashboard, July 14, 2025 (U.S.) 🧵
Our model formalizes the mathematical assumptions in those predictions. If transmission follows what we know in terms of how waves grow or slow generally and historical patterns, this is what we'd expect.
The spottiness of the current real-time data reduce precision substantially. Retroactive corrections can make the forecast jump around from better to worse from one week to the next. Expect the worst. Hope for the best.
🌍Want to track COVID transmission accurately worldwide?
This PMC thread walks you through leading dashboards with information more up to date than WHO & EU directories.
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The Pandemic Mitigation Collaborative (PMC) Dashboard provides weekly COVID updates for the U.S., using wastewater surveillance derived case estimation models and analytic forecasting.
Our international directory includes official government dashboards & those developed by citizen scientists.
We exclude countries that have stopped reporting in the past 2-12 months even if on EU or WHO lists. We also exclude low-quality data from opt-in testing programs.
🧵 3/
🔥Biggest uptick since Jan
🔥1 in 167 actively infectious
🔥>2 million weekly infections
🔥700-1,200 resulting excess deaths from weekly infections
Track transmission closer to home w/our new state & international resources 👇
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PMC COVlD Dashboard, Jun 23, 2025 (U.S.)
🔹With >90% probability, we have entered the 11th COVlD wave.
🔹In a room of 50 people, there is already a 1 in 4 chance of an exposure.
🔹We expect nearly 15 million infections in the next month, and rising.
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PMC COVlD Dashboard, Jun 23, 2025 (U.S.)
We continue to expect transmission to break 500,000 daily infections in the U.S. around July 9th.
This is the same prediction as last week, as the forecast was dead on. Yet, there is considerably uncertainty around this timing.