Mike Hoerger, PhD MSCR MBA Profile picture
Dec 11, 2023 8 tweets 5 min read Read on X
PMC COVID-19 Tracker, Dec 11, 2023
The surge continues.

Today:
🔹1.2 million daily infections
🔹1 in 41 infectious (2.5%)

In 4 weeks (Jan 8):
🔹1.6 million daily infections
🔹1 in 30 infectious (3.3%)

1/

A few key methodologic updates.
1) Biobot correct levels downward for the past two weeks, so you might notice that this week's estimates seem similar to last week's or marginally lower.

2) Our forecasting model uses a combination of historic data (situation past several years) and current data (past 4 weeks). In the historic model, we switched from using mean-type data to median-type data. This avoids overestimating levels based on the BA.1 surge and allows us to predict accurately a little faster, rather than predicting high and waiting for the current 4-week's data to correct it.

3) The forecasts depend a lot on the most recent week's data. To the extent Biobot is accurate or inaccurate in real-time, this leads to divergent forecasts.CURRENT ESTIMATES FOR December 11, 2023 Wastewater Levels (copies/mL) 807 New Daily Cases 1,174,000 % of Population Infectious 2.46% (1 in 41 people) New Daily Long COVID Cases  59,000 to 235,000   4-WEEK FORECAST FOR January 8, 2024 Wastewater Levels (copies/mL) 1,083 (34% higher) New Daily Cases 1,576,000 % of Population Infectious 3.3% (1 in 30 people) New Daily Long COVID Cases  79,000 to 315,000
You'll see the forecasts differ considerably (1.3 to 1.9 million daily infections) in 4 weeks.

2/

However, they mostly agree on the peak. It could be as early as Jan 1 or as late as Jan 15. It's a moot point. Transmission will be similar across that timespan and the weekly reports lack the precision to say whether it will peak on the 4th or 9th, for example. Early Jan will remain bad.

Details:

The real-time model (purple) anticipates the highest surge levels. This assumes that Biobot real-time reports are accurate, but they were substantially corrected for the past two weeks, and there were some issues with real-time accuracy during the summer wave. The turtle model (green) discount’s the most recent week’s data as an aberration, assumes transmission should be corrected upward a little, and predicts a steady rise with peak around January 1. The cheetah model (yellow) says that because last week’s data were corrected downward, this week’s estimate should be too, so it’s much more conservative on the next several weeks. The average of all models (red) guides forecasted numbers for the next four weeks. A month from now, we will see about 1.6 million new U.S. cases per day (range of 1.3 to 1.9 million across forecasting models), with 3.3% of the U.S. population or 1 in 30 people actively infectious.Zoomed in version of prior tweet
Zooming out, you'll see that we're in a very bad place historically. With the divergent forecasts, it's merely a matter of whether this is the 2nd biggest U.S. COVID surge or 4th biggest.

The #LongCOVID cases resulting from these infections may top 400,000/week.

3/ There is more COVID-19 transmission today        than during 87.2% of the pandemic.  CURRENT ESTIMATES FOR December 11, 2023 Wastewater Levels (copies/mL) 807 New Daily Cases 1,174,000 % of Population Infectious 2.46% (1 in 41 people) New Daily Long COVID Cases 59,000 to 235,000  WEEKLY ESTIMATES FOR December 11, 2023 New Weekly Cases 8,200,000 New Weekly Long COVID Cases 411,000 to 1,644,000  2023 CUMULATIVE ESTIMATES AS OF December 11, 2023 Total 2023 Cases To Date 221,642,490 Total 2023 Long COVID Cases To Date 11,082,000 to 44,328,000
These are the chances of interacting with someone infectious on Dec 11, based on the total number of social contacts.

Interact with 10 people = 22% chance someone is infectious.

This helps explain why so many kids are getting sick at school lately.

4/ 1	2.5% 2	4.9% 3	7.2% 4	9.5% 5	11.7% 6	13.9% 7	16.0% 8	18.0% 9	20.1% 10	22.0% 15	31.1% 20	39.2% 25	46.3% 30	52.6% 35	58.1% 40	63.0% 50	71.2% 75	84.5% 100	91.7% 150	97.6% 200	99.3% 300	>99.9% 400	>99.9% 500	>99.9%
As of Dec 11, these are the updated chances of interacting with someone infectious on Christmas Day, based on the size of gathering(s).

At 6 people, the chances of interacting with someone infectious are the same as rolling a "1" on a die. At 20-25 people, it's a coin toss.
5/ 1	2.8% 2	5.6% 3	8.3% 4	10.9% 5	13.5% 6	15.9% 7	18.3% 8	20.6% 9	22.9% 10	25.1% 15	35.2% 20	43.9% 25	51.5% 30	58.0% 35	63.6% 40	68.5% 50	76.4% 75	88.6% 100	94.4% 150	98.7% 200	99.7% 300	>99.9% 400	>99.9% 500	>99.9%
In the U.S., the current surge will peak sometime between Jan 1 and Jan 15. These are the chances of interacting with someone infectious around New Year's Day, near the peak.

6/ 1	3.1% 2	6.2% 3	9.1% 4	11.9% 5	14.7% 6	17.4% 7	20.0% 8	22.5% 9	24.9% 10	27.2% 15	37.9% 20	47.1% 25	54.8% 30	61.5% 35	67.1% 40	72.0% 50	79.6% 75	90.8% 100	95.8% 150	99.2% 200	99.8% 300	>99.9% 400	>99.9% 500	>99.9%
Here's the full PMC Dashboard for Dec 11 to Jan 8.

You can read the full report here:

Thank you for your continued questions, suggestions, gratitude, and sharing across other platforms. Please offer any success stories to encourage others.

7/ pmc19.com/data/
       than during 87.2% of the pandemic.	 	 CURRENT ESTIMATES FOR	 December 11, 2023	 Wastewater Levels (copies/mL)	 807	 New Daily Cases	 1,174,000	 % of Population Infectious	 2.46% (1 in 41 people)	 New Daily Long COVID Cases	 59,000 to 235,000	 	 WEEKLY ESTIMATES FOR	 December 11, 2023	 New Weekly Cases	 8,200,000	 New Weekly Long COVID Cases	 411,000 to 1,644,000	 	 2023 CUMULATIVE ESTIMATES AS OF	 December 11, 2023	 Total 2023 Cases To Date	 221,642,490	 Total 2023 Long COVID Cases To Date	 11,082,000 to 44,328,000	 	 4-WEEK FORECAST FOR	 January 8, 2024	 Wastewater Levels (copies/mL...
As a reminder, we have a contest to see who can use these data to help others. Please post success stories on the Tweet below.

8/

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More from @michael_hoerger

Dec 15
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
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
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
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
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
Oct 28
PMC COVlD Update, Oct 27, 2025 (US)

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 🧵 year over year graph
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 🧵 Graph of recent transmission and current forecast
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.

3/9 🧵 Graph of the 11 waves of the pandemic
Read 9 tweets

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