One of the biases in #PublicHealth policy is the focus on acute COVID deaths. It's a lagging indicator and only covers 1 of 5 common death trajectories.
For COVID, people imagine the upper left. Get COVID, then a quick death. 1/7
This is another common death trajectory. You see this a lot with serious cancer diagnoses.
However, you can see it with COVID too. Someone was doing well, gets COVID, and then experiences a decline over 1-2 years. It may cause or aggravate another health condition. 2/7
This is a 3rd common death trajectory, often typical of organ failure. You can see someone get COVID, and somewhere down the line it causes or aggravates organ damage.
Dips in functioning are common, often with rebounding improvement, but sometimes a steep decline. 3/7
This is a 4th common death trajectory. Someone has a low baseline for physical functioning. It's sustained for a long time and only declines gradually before death.
Here, COVID may increase the steepness of each minor decline or accelerate the entire process. 4/7
Each of these stereotypical trajectories can be superimposed upon one another. In this 5th trajectory, it's a combo of trajectories #2 & #4.
Big decline in functioning, lower baseline, then a long tail. I worry we're going to see more of this with COVID. 5/7
Once people understand #DeathTrajectories, it's easy to see why a primary focus on hospitalizations or acute deaths is inappropriate at this stage of the pandemic.
Many of the deaths will take 3-15 years, with a lot of years of life lost (YLL). Focus on transmission.
6/7
These are some useful sources for learning more about death trajectories. 7/7
Transmission typically accelerates in mid-November.
We are currently in a relative 'lull.' We estimate about a quarter-million new daily infections with 1 in 185 people actively infectious. Still bad, likely to get worse.
1/9 🧵
PMC COVlD Update, Oct 27, 2025 (US)
Our forecast through November 8 calls for flat transmission.
Nothing yet indicates the onset of a winter wave, but it would also be atypical for the lull to last much longer than another 2-3 weeks.
2/9 🧵
PMC COVlD Update, Oct 27, 2025 (US)
We estimate 264,000 new daily infections during this 'lull' period.
Biobot data have returned. Our substitute data from WWS last week correlated r=.97 (near perfect) with that, but Biobot did retroactively increase recent estimates.
SARS-CoV-2 transmission has fallen.
🔹1 in 191 (0.5%) actively infectious
🔹"Lull" levels at 20% of the summer peak
🔹255,000 new daily infections (still concerning)
Many will knock out higher-risk activities the next 2-4 weeks.
🧵1/11
PMC COVlD Update, Oct 20, 2025 (U.S.)
"Lull" transmission remains dangerous:
🔹1.8 million estimated new weekly infections
🔹>90,000 estimated new #LongCOVID conditions from this week's infections
🔹>500 excess deaths to result from this week's infections
🧵2/11
PMC COVlD Update, Oct 20, 2025 (U.S.)
Exposure risk during "lull" transmission remains high when engaging in many social interactions.
Interacting with 25 people yields a 12% chance of exposure. 100 people? 41% chance of exposure, assuming no testing/isolation.
The PMC website includes an international directory of websites with COVlD wastewater monitoring. It is more up to date than the directories of the EU and WHO.
Let's review what's happening in Europe...
1/
Data in #Austria show a rising COVlD wave. The x axis (bottom) has infrequent labels, but the data shown go through October 8th.
An estimated 1 in 81 people are actively infectious during the ongoing 11th wave.
The "shutdown" has created a blackout at the state level.
Transmission is half that of the peak one month ago, and we anticipate a relative national "lull" in early-to-mid November, albeit still at dangerous levels.
Our model uses a combination of CDC and Biobot data, so we are able to estimate national statistics despite the CDC data going offline. On the map, note that Puerto Rico continues to update; they use a CDC-style system but were dropped by the CDC long ago. For full methodology, review the technical appendix on the website.
PMC COVlD Update, Week of Oct 6, 2025 (U.S.)
🧵2/9
#DuringCOVID is today. We estimate >600,000 new daily infections. This is about half the peak on September 6.
Notice current levels are similar to the estimated peaks of the first 3 waves.
PMC COVlD Update, Week of Oct 6, 2025 (U.S.)
🧵3/9
Weekly estimates:
🔹4.5 million infections
🔹>200,000 resulting long-term health conditions
🔹>1,300 resulting excess deaths
Key points in my letter to the pharmacy boards. 🧵1/7
Georgia law indicates that the pharmacy board is to follow ACIP. They do not dictate further nuance. Georgia continues to require prescriptions, going against the spirit of the law, ACIP, and 47 other states.
🧵2/7
Louisiana law tells the pharmacy board to follow ACIP. ACIP says do not require a prescription, and 47 other states agree.
The Louisiana pharmacy board continues to require a prescription.