Mike Hoerger, PhD MSCR MBA Profile picture
Jan 23, 2024 7 tweets 3 min read Read on X
Let's talk #DeathTrajectories 🧵

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 Figure shows a line graph where an individual has a sustained level of physical functioning, gets COVID, and dies shortly thereafter. This was a good model of acute COVID deaths in the early pandemic. It's also useful for considering accidents, homicide, suicide, and sometimes catastrophic health events like heart attacks.
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 Line graph. Shows high level of physical functioning, stable over time. Then, someone gets COVID and it causes or aggravates health problems, leading a decline toward death over 1-2 years.
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 Line graph characteristic of organ failure. Someone has 4 big dips in physical functioning, rebounds and improves to just below the previous baseline, until finally there is a big dip that leads to death. Pattern is predictable, but the number of dips before death is not, so there's a chronic state of uncertainty surrounding how severe a dip in functioning will be.
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 Line graphs shows low baseline physical functioning, but further declines are relatively slow. COVID could accelerate the decline.
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 Ling graph: Someone has a high level of functioning, gets COVID, and over 1-2 years sees a pretty steep decline in functioning. This make a new low baseline, but a long timeline before death.
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




rcemlearning.org/modules/the-dy…
ruralhealth.und.edu/assets/3101-12…
csupalliativecare.org/wp-content/upl…

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More from @michael_hoerger

Dec 31, 2025
PMC COVlD Update, Week of Dec 29, 2025
🧵1/10

Happy New Year's Eve! #nye

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 Heat map from CDC data and PMC estimates.
🧵2/10

Many states are surging presently. True levels are higher than shown in most places due to state-level reporting lags. Alabama	Moderate	1 in 46 (2.2%) Alaska	Low	1 in 93 (1.1%) Arizona	Very Low	1 in 201 (0.5%) Arkansas	High*	1 in 32 (3.1%) California	Very Low	1 in 351 (0.3%) Colorado	Low	1 in 71 (1.4%) Connecticut	High	1 in 33 (3.1%) Delaware	Low	1 in 90 (1.1%) District of Columbia	Very Low	1 in 300 (0.3%) Florida	Very Low	1 in 282 (0.4%) Georgia	Very Low	1 in 125 (0.8%) Guam	Very Low	1 in 585 (0.2%) Hawaii	Very Low	1 in 855 (0.1%) Idaho	Very Low	1 in 221 (0.5%) Illinois	Moderate	1 in 41 (2.5%) Indiana	Very High	1 in 14 (6.9%) Iowa	Low	1 in 69 (1.4%) Kansas	Moderate	1 in 46 (2.2%) Kentucky	High	1 in 34 (2.9...
🧵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. Missouri	Moderate*	1 in 56 (1.8%) Montana	Low	1 in 76 (1.3%) Nebraska	Very High	1 in 18 (5.5%) Nevada	Very Low	1 in 122 (0.8%) New Hampshire	Moderate*	1 in 42 (2.4%) New Jersey	Very Low	1 in 113 (0.9%) New Mexico	Moderate	1 in 62 (1.6%) New York	Very Low*	1 in 127 (0.8%) North Carolina	Very Low	1 in 125 (0.8%) North Dakota	Moderate*	1 in 43 (2.3%) Ohio	High	1 in 28 (3.6%) Oklahoma	Very High	1 in 25 (4.0%) Oregon	Very Low	1 in 170 (0.6%) Pennsylvania	Moderate	1 in 45 (2.2%) Rhode Island	Moderate	1 in 41 (2.4%) South Carolina	Low	1 in 84 (1.2%) South Dakota	High	1 in 33 (3.0%) Tennessee	Moder...
Read 10 tweets
Dec 15, 2025
PMC COVID Update, Dec 15, 2025 (U.S.)

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

🧵1/9 Heat map from CDC data and PMC estimates of 1 in 63 actively infectious and >700,000 new daily infections, based on wastewater derived estimates using models noted in the Technical Appendix at the website listed in the image.
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.

🧵2/9 Alabama	Moderate	1 in 41 (2.4%) Alaska	Very Low	1 in 220 (0.5%) Arizona	Very Low	1 in 118 (0.8%) Arkansas	Low*	1 in 68 (1.5%) California	Very Low	1 in 382 (0.3%) Colorado	Very Low*	1 in 230 (0.4%) Connecticut	High	1 in 39 (2.6%) Delaware	Very Low	1 in 222 (0.4%) District of Columbia	Very Low	1 in 131 (0.8%) Florida	Very Low	1 in 320 (0.3%) Georgia	Very Low	1 in 275 (0.4%) Guam	Very Low	1 in 426 (0.2%) Hawaii	Very Low	1 in 670 (0.1%) Idaho	Very Low	1 in 108 (0.9%) Illinois	Low	1 in 71 (1.4%) Indiana	Very High	1 in 26 (3.8%) Iowa	Low	1 in 76 (1.3%) Kansas	Moderate	1 in 62 (1.6%) Kentucky	Mode...
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.

States MO to WY shown.

🧵3/9 Missouri	Low	1 in 80 (1.2%) Montana	Very Low	1 in 135 (0.7%) Nebraska	High	1 in 39 (2.5%) Nevada	Very Low	1 in 225 (0.4%) New Hampshire	Moderate	1 in 47 (2.1%) New Jersey	Very Low	1 in 200 (0.5%) New Mexico	Low	1 in 75 (1.3%) New York	Moderate*	1 in 49 (2.1%) North Carolina	Very Low	1 in 226 (0.4%) North Dakota	Low*	1 in 85 (1.2%) Ohio	Moderate	1 in 62 (1.6%) Oklahoma	Moderate*	1 in 47 (2.1%) Oregon	Low	1 in 89 (1.1%) Pennsylvania	Moderate	1 in 55 (1.8%) Rhode Island	Low	1 in 70 (1.4%) South Carolina	Very Low	1 in 215 (0.5%) South Dakota	Low	1 in 86 (1.2%) Tennessee	Moderate	1 in 60 (1.7%) ...
Read 9 tweets
Dec 8, 2025
PMC COVlD Update, Dec 8, 2025 (U.S.)
1/9

🔥🔥🔥Very High: Arizona (Yuma)
🔥🔥High: Indiana and Vermont
🔥Moderate: Nebraska and Alabama

Data only go through late November, and levels often increase following Thanksgiving. Heat map and PMC estimates of transmission (1 in 102 actively infectious).
PMC COVlD Update, Dec 8, 2025 (U.S.)
2/9

State-by-state estimates (part 1). Arizona is Very High, but sites were only online in the Yuma area. Indiana remains high.

MI and MS have considerable uncertainty.

DC is exceptionally low. Alabama	Moderate	1 in 47 (2.1%) Alaska	Very Low	1 in 220 (0.5%) Arizona	Very High*	1 in 18 (5.7%) Arkansas	Very Low*	1 in 138 (0.7%) California	Very Low	1 in 574 (0.2%) Colorado	Low	1 in 76 (1.3%) Connecticut	Low	1 in 91 (1.1%) Delaware	Very Low	1 in 307 (0.3%) District of Columbia	Very Low	1 in 5,777 (0.0%) Florida	Very Low	1 in 494 (0.2%) Georgia	Very Low	1 in 180 (0.6%) Guam	Very Low	1 in 289 (0.3%) Hawaii	Very Low	1 in 704 (0.1%) Idaho	Very Low	1 in 121 (0.8%) Illinois	Very Low	1 in 112 (0.9%) Indiana	High	1 in 30 (3.3%) Iowa	Low	1 in 83 (1.2%) Kansas	Low	1 in 105 (1.0%) Kentucky	Very L...
PMC COVlD Update, Dec 8, 2025 (U.S.)
3/9

State-by-state estimates (part 1). Vermont remains High. Tennessee has fallen rapidly from a quick surge.

Data quality are low in NY. Missouri	Very Low	1 in 176 (0.6%) Montana	Very Low	1 in 136 (0.7%) Nebraska	Moderate	1 in 45 (2.2%) Nevada	Very Low	1 in 372 (0.3%) New Hampshire	Very Low	1 in 109 (0.9%) New Jersey	Very Low	1 in 217 (0.5%) New Mexico	Very Low	1 in 118 (0.8%) New York	Very Low*	1 in 260 (0.4%) North Carolina	Very Low	1 in 233 (0.4%) North Dakota	Low*	1 in 101 (1.0%) Ohio	Low	1 in 70 (1.4%) Oklahoma	Low*	1 in 68 (1.5%) Oregon	Very Low	1 in 150 (0.7%) Pennsylvania	Low	1 in 89 (1.1%) Rhode Island	Very Low	1 in 187 (0.5%) South Carolina	Very Low	1 in 144 (0.7%) South Dakota	Low	1 in 82 (1.2%) Tennessee	Very Low...
Read 9 tweets
Nov 23, 2025
PMC COVlD Update, Week of Nov 24, 2025 (U.S.)
🧵1/10

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. Heat map: Indiana and Arkansas with "moderate" transmission. All others, "low" or "very low" (CDC categories).
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). Alabama	Very Low	1 in 153 (0.7%) Alaska	Very Low	1 in 272 (0.4%) Arizona	Low	1 in 63 (1.6%) Arkansas	Moderate*	1 in 47 (2.1%) California	Very Low	1 in 365 (0.3%) Colorado	Very Low	1 in 137 (0.7%) Connecticut	Low	1 in 103 (1.0%) Delaware	Very Low	1 in 262 (0.4%) District of Columbia	Very Low	1 in 418 (0.2%) Florida	Very Low	1 in 408 (0.2%) Georgia	Very Low	1 in 292 (0.3%) Guam	Very Low	1 in 887 (0.1%) Hawaii	Very Low	1 in 426 (0.2%) Idaho	Very Low	1 in 116 (0.9%) Illinois	Very Low	1 in 116 (0.9%) Indiana	Moderate	1 in 45 (2.2%) Iowa	Very Low	1 in 108 (0.9%) Kansas	Very Low	1 in 109 (0.9%) Ke...
PMC COVlD Update, Week of Nov 24, 2025 (U.S.)
🧵3/10

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. Missouri	Very Low	1 in 202 (0.5%) Montana	Very Low*	1 in 114 (0.9%) Nebraska	Low	1 in 95 (1.1%) Nevada	Very Low	1 in 228 (0.4%) New Hampshire	Low	1 in 78 (1.3%) New Jersey	Very Low	1 in 192 (0.5%) New Mexico	Very Low	1 in 151 (0.7%) New York	Very Low	1 in 212 (0.5%) North Carolina	Very Low	1 in 212 (0.5%) North Dakota	Very Low*	1 in 116 (0.9%) Ohio	Very Low	1 in 109 (0.9%) Oklahoma	Low*	1 in 70 (1.4%) Oregon	Very Low	1 in 194 (0.5%) Pennsylvania	Very Low	1 in 111 (0.9%) Rhode Island	Very Low	1 in 167 (0.6%) South Carolina	Very Low	1 in 112 (0.9%) South Dakota	Very Low	1 in 127 (0.8%) Tennes...
Read 10 tweets
Nov 8, 2025
PMC COVID Update, Week of Nov 10, 2025 (U.S.)
1/6🧵

🔹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. Year over year graph, emphasizing that levels commonly rise in mid November
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. Close up of the most recent 3 months of data, including the forecast.
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.

Do a DIY fit test if you've been putting it off. Graph of the 11 waves
Read 6 tweets
Nov 3, 2025
PMC COVlD Update, Nov 3, 2025 (U.S.)
1 of 9 🧵

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. Year-over-year graph
PMC COVlD Update, Nov 3, 2025 (U.S.)
2 of 9 🧵

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. Forecasted transmission
PMC COVlD Update, Nov 3, 2025 (U.S.)
3 of 9 🧵

Expect rising misinformation/disinformation as transmission heats up:
🔹Abuse of community notes, particularly surrounding wastewater methodology
🔹Paid bot army attacks, especially about boosters & masks
Read 9 tweets

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