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
Based on today's CDC data, we estimate 1 in 51 Americans are actively infectious with COVlD. That's nearly 1 million new daily infections.
Be wise. Vax up, mask up. #oneofthetwo
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Many states are surging presently. True levels are higher than shown in most places due to state-level reporting lags.
🧵3/10
Although many states are surging, do not feel false security in "low" level states. For example, NY has terrible reporting quality with the CDC currently.
In the latest CDC data, 15 states have moderate to very high transmission.
🔹1 in 63 estimated actively infectious nationally, rising fastest in the Midwest & Northeast
🔹Very High: Indiana
🔹High: Nebraska, Vermont, Connecticut
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PMC estimates 1 in 26 people in Indiana are infectious and 1 in 39 in Connecticut.
MI, MS, and AR may have higher levels than shown due to poor reporting.
States AL to MS shown.
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PMC estimates 1 in 39 are infectious in both Nebraska and Vermont (coincidence, not typo).
Very few NY sites are reporting to the CDC, so use the NYS website there instead.
PMC COVlD Update, Week of Nov 24, 2025 (U.S.)
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With CDC data operational again, the transmission map is back. The data are always a week old, so transmission is likely worse than depicted.
We estimate 1 in 116 people actively infectious and 422,000 new daily infections.
PMC COVlD Update, Week of Nov 24, 2025 (U.S.)
🧵2/10
State level estimates are back. Note, the CDC changed their data processing approach in August, which tends to downplay transmission.
Does 1 in 45 in Indiana seem "moderate"?
Levels in MI may be mod/high (poor reporting).
PMC COVlD Update, Week of Nov 24, 2025 (U.S.)
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State-level estimates (continued).
Current levels may be much higher than noted here. Note that CDC data are always at least a week old. The 2nd half of November is a time period historically of accelerating transmission.
PMC COVID Update, Week of Nov 10, 2025 (U.S.)
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🔹301,000 new daily infections based on wastewater-derived models
🔹1 in 162 people (0.6%) actively infectious
🔹Levels the past 2 months corrected upward by Biobot
🔹"Lull point" estimated between Nov 5-21. Rising soon.
PMC COVID Update, Week of Nov 10, 2025 (U.S.)
2/6🧵
The central estimate of the forecast suggests we will surpass 500,000 new daily infections on Nov 22.
There's a 25% chance of a prolonged lull like last year. More likely, we are in wave territory by the end of the month.
PMC COVID Update, Week of Nov 10, 2025 (U.S.)
3/6🧵
We are presently in a lull between the 11th and 12th wave. Now is the time to get boosted and stock up on N95 masks, tests, and air purifier filters.
The relative "lull" in SARS-CoV-2 transmission is unlikely to go much lower.
✨1 in 209 people are estimated actively infectious, likely the lowest levels of 2025 nationwide.
Get boosted. Stock up on masks, tests, & filters.
PMC COVlD Update, Nov 3, 2025 (U.S.)
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No data presently suggest the rise of a winter wave any earlier than "usual."
If following historical trends, transmission will pick up Nov 15-29. Last year's rise was atypically late.
PMC COVlD Update, Nov 3, 2025 (U.S.)
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Expect rising misinformation/disinformation as transmission heats up:
🔹Abuse of community notes, particularly surrounding wastewater methodology
🔹Paid bot army attacks, especially about boosters & masks