Contact reduction (spending time in-person with fewer people) is an extremely smart method of avoiding infection. You'll see this in the next two tables. One focuses on schools/meetings. The other is more generic. Let's see which one gets shared more.
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This table shows how the risk of interacting with someone with COVID increases as the size of a classroom or meeting increases, as of Nov 20.
With 10 people, there's a 15% chance someone has COVID. With 50 people, there's a 55% chance someone has COVID.
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This table has the same data but a more generic title. It should help people think about the typical number of people they interact with in a day.
In interacting with 10 people, there's a 15% chance someone has COVID. 50 people = 55% chance. Plane, restaurant, or theater with 100 people = 80% chance someone there has COVID.
Again, same table as Tweet #5, just framed with a different title.
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Many families will gather for Thanksgiving in 3 days (Nov 23). Here's how COVID risk increases with the number of social interactions.
In a family gathering of 5, there's an 8% chance someone has COVID. A big gathering of 10 = 16% chance. Two family dinners each with 10 people (approx 20 people total) = 29% chance someone has COVID. Packed restaurant of 100 = 82% chance someone has COVID. Flight of 200 = 97% chance someone has COVID.
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Many families will gather for Christmas and other celebrations next month. Here's how COVID risk increases with the number of social interactions.
In a family gathering of 5, there's an 15% chance someone has COVID. A big gathering of 10 = 27% chance. Two family dinners each with 10 people (approx 20 people total) = 47% chance someone has COVID. Packed restaurant of 100 = 96% chance someone has COVID. Flight of 200 = 99.8% chance someone has COVID.
These numbers are speculative at 1-month out. The model will refine estimates as we get closer and closer. Stay tuned.
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Here's the full PMC Dashboard for Nov 20.
You can read the full report here:
Thanks everybody for sharing across platforms and your feedback on things like axis labels, making the percentages meaningful, etc. Much appreciated. The "C" in PMC is for collaborative.
๐Want to track COVID transmission accurately worldwide?
This PMC thread walks you through leading dashboards with information more up to date than WHO & EU directories.
๐งต 1/
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.
๐งต 3/
๐ฅBiggest uptick since Jan
๐ฅ1 in 167 actively infectious
๐ฅ>2 million weekly infections
๐ฅ700-1,200 resulting excess deaths from weekly infections
Track transmission closer to home w/our new state & international resources ๐
๐งต1/6
PMC COVlD Dashboard, Jun 23, 2025 (U.S.)
๐นWith >90% probability, we have entered the 11th COVlD wave.
๐นIn a room of 50 people, there is already a 1 in 4 chance of an exposure.
๐นWe expect nearly 15 million infections in the next month, and rising.
๐งต2/6
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.
Current transmission (red line) closely tracks that of summer 2023 (yellow line).
We expect to break 500k daily infections between July 9 and the end of July. Our current forecast...
2) PMC COVlD Dashboard, June 16, 2025 (U.S.)
Our current forecast is a bit more aggressive, predicting breaking 500k daily infections by July 9. The 2023 trend suggests end of July.
The 95% confidence interval shows large variation. Note that...
3) PMC COVlD Dashboard, June 16, 2025 (U.S.)
Note that CDC and Biobot both had retroactive corrections to last week's data, meaning the relative "lull" will last a little longer than the uncorrected data suggested. No big news on NB.1.8.1.
1) Here's a quick example of how the federal government is censoring the best scientific research. It's not just cuts to ongoing research.
It's new grant submissions too...
2) In January, I re-submitted a promising Covid/cancer grant to a non-federal funder. Hundreds of pages. Hundreds of hours of work. The best proposal I've submitted as a scientist.
Out of curiosity, I used Sean Mullen's Scan Assist tool to see how many banned words it had...
3) The proposal had 1,750 banned words. No big deal -- they're non-federal.
BUT I had planned to submit a smaller version to NIH this month as a "back up." Impossible!
It's not a matter of using a thesaurus or the find/replace command. The grant is on *Covid*...
CDC wastewater surveillance data show transmission rising. This is our forecast if transmission growth follows typical patterns.
The high & low estimates could be thought of as optimistic & pessimistic scenarios for NB.1.8.1.
2) PMC COVlD Dashboard, June 9, 2025
Notice that current transmission (red line, lower left) tracks closely with two years ago (yellow), slightly below the median (gray), and not far below last year (orange).
Consider each of these trajectories realistic scenarios.
3) PMC COVlD Dashboard, June 9, 2025
All indications are that we are headed into the start of an 11th national wave in the U.S.
We could percolate near the lull point another couple weeks (fingers crossed), but that scenario is becoming less likely.
National COVlD transmission recently fell to its lowest levels since the pre-Delta era.
It's go-time for many who have delayed medical appointments. The situation will likely get much worse in Jul/Aug.
2/ PMC COVlD Dashboard, June 2, 2025 (U.S.)
An estimated 1 in 211 are actively infectious. Most states are "low" or "very low" per CDC.
The situation remains serious even in a relative "lull." >1.5 million weekly estimated infections to result in 600-900 excess deaths.
3/ PMC COVlD Dashboard, June 2, 2025 (U.S.)
By the end of the month, we forecast an increase to 450k daily infections. If NB.1.8.1 takes off, closer to 600k. If overhyped, percolating only slightly higher.