Mike Hoerger, PhD MSCR MBA Profile picture
Feb 20 2 tweets 3 min read Read on X
PMC COVID-19 Forecast, Week of Feb 19, 2024

The U.S. is in a prolonged high-transmission COVID surge.
🔹 68 million infections in the U.S. in 2024 (so far)
🔹1.2 million daily infections
🔹2.7% (1 in 38) are actively infectious today
🔹60,000+ resulting #LongCOVID cases/day

Current Levels
Relative to the full pandemic, transmission remains higher today than during about 86% of the pandemic. There is lower transmission than during only 14% of the pandemic.

The Post-Surge Hill
We are in a "post-surge hill" of transmission that is higher than the 5th, 6th, 7th, and 8th largest waves in the U.S. in its own right. We began forecasting the post-surge hill of transmission 5 weeks ago. Last week, we estimated that the peak transmission day of the hill was Feb 7. That may be true. Biobot's most recent estimate for Feb 14 (labeled on their graph as Feb 17 for the week's end rather than more-correct midpoint) has levels of 929 copies/mL, corresponding to 1.4 million daily infections. The difference between levels for Feb 7 and Feb 14 (and perhaps ultimately Feb 21) are well within the margin of error for their real-time reporting. Note that our estimates for Feb 19 carry forward their values using our forecasting model and suggest marginally lower levels for Feb 19 at 871 copies/mL. The take-home is that we're in extremely high sustained transmission, hopefully plateauing, and with an updated post-surge hill peak transmission date of somewhere between Feb 7 to Feb 21.

Forecast the Next Month
Daily transmission will likely range from 0.5-1.4 millions infections/day over the next month. Expect transmission to fall in half within 4 weeks. Virtually any plausible values entered into the model for next week still suggests a decline in transmission forthcoming. Continued increases in transmission would defy historical patterns of transmission as well as counter the recent leveling off of transmission. Next week, if Biobot reports levels of 1,025-1,100 copies/mL, that would be a very bad sign, model-defying in fact. Nonetheless, if as the models predict, transmission gets down to near 500,000 infections per day in a month, that's still catastrophically high in terms of daily acute illness and resulting long COVID cases of approximately 30,000/day.

Why Is Transmission in Mid-Feb of 2024 Worse Than At This Time Point Any Other Year?
Remember, in the U.S. a year ago, we still had a pandemic emergency declaration. It guided the narrative to take COVID seriously. It offered (too limited but) more testing than today. There was a greater emphasis on vaccination, testing, quarantine, and isolation. There was a push to add more air cleaning, rather than chuck air cleaners. All of this is to say that #PublicHealth is very weak right now, driven too often by extremely short-term financial and political considerations. As someone whose PhD dissertation focused on "delay of gratification" and whose MBA focused on long-term financial analytics, I like to think more in terms of 30-year plans. What we're doing right now is focusing more on quarterly (short-term corporate interests) or 9 month plans (elections). The consequence of laissez-faire public health is 84 consecutive days of >1 million U.S. daily COVID infections.There is more COVID-19 transmission today	        than during 85.9% of the pandemic.	 	 CURRENT ESTIMATES FOR	 February 19, 2024	 Wastewater Levels (copies/mL)	 871	 New Daily Cases	 1,268,000	 % of Population Infectious	 2.65% (1 in 38 people)	 New Daily Long COVID Cases	 63,000 to 254,000	 	 WEEKLY ESTIMATES FOR	 February 19, 2024	 New Weekly Cases	 8,900,000	 New Weekly Long COVID Cases	 444,000 to 1,775,000	 	 2024 CUMULATIVE ESTIMATES AS OF	 February 19, 2024	 Total 2024 Cases To Date	 68,429,020	 Total 2024 Long COVID Cases To Date	 3,421,000 to 13,686,000	 	 4-WEEK FORECAST FOR	 Marc...
As always, please feel free to screenshot, crop, and share graphics from the above or our online report. No permission needed. 🙏

Full PMC Forecasting Dashboard and Report:
pmc19.com/data/

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More from @michael_hoerger

Feb 5
1 / 6 🧵
PMC COVID-19 Forecast, Week of Feb 5, 2024

We are seeing escalating transmission in a post-peak hill.
🔹2.8% (1 in 36) actively infectious
🔹1.3 million infections/day
🔹Hill peaks in 2 days 🤞
🔹>65,000 resulting #LongCOVID cases/dayCURRENT ESTIMATES FOR February 5, 2024 Wastewater Levels (copies/mL) 909 New Daily Cases 1,323,000 % of Population Infectious 2.77% (1 in 36 people) New Daily Long COVID Cases  66,000 to 265,000   4-WEEK FORECAST FOR March 4, 2024 Wastewater Levels (copies/mL) 520 (-43% lower) New Daily Cases 757,000 % of Population Infectious 1.58% (1 in 63 people) New Daily Long COVID Cases  38,000 to 151,000
2 / 6 🧵
PMC COVID-19 Forecast, Week of Feb 5, 2024

We began to see evidence of a post-peak hill 3 weeks ago. I was skeptical. The real-time data now bear this out. Hopefully we are not in a Terminator-style scenario where the technology outsmarts the maker. 🤣Visual shows line graphs for today and each of the past 3 weeks. The post-peak hill becomes more pronounced over time, as the model gains more precision.
3 / 6 🧵
PMC COVID-19 Forecast, Week of Feb 5, 2024

Zooming out to the full pandemic, we see transmission higher than a week ago, and higher than 87.8% of the pandemic.

Nearly 10 million infections/week. >50 million estimated infections so far in 2024 in the U.S. alone.There is more COVID-19 transmission today        than during 87.8% of the pandemic.  CURRENT ESTIMATES FOR February 5, 2024 Wastewater Levels (copies/mL) 909 New Daily Cases 1,323,000 % of Population Infectious 2.77% (1 in 36 people) New Daily Long COVID Cases 66,000 to 265,000  WEEKLY ESTIMATES FOR February 5, 2024 New Weekly Cases 9,300,000 New Weekly Long COVID Cases 463,000 to 1,852,000  2024 CUMULATIVE ESTIMATES AS OF February 5, 2024 Total 2024 Cases To Date 50,401,800 Total 2024 Long COVID Cases To Date 2,520,000 to 10,080,000
Read 6 tweets
Feb 4
The poor drainage infrastructure in #NewOrleans is a detriment to housing justice, quality of life, and productivity.

A thread of videos in and around the area.
🧵
Read 22 tweets
Jan 29
1/
PMC COVID-19 Forecast, Week of Jan 29, 2024

Transmission in the U.S. is extremely high & stable from last week on the back of the 2nd largest surge all-time.

🔹2.5% (1 in 39) actively infectious
🔹1.2 million infections/day
🔹>60,000 resulting daily LC cases
🔹0.8-1.3 million daily infections the next month

Detailed Forecast:
We are in the 2nd largest U.S. surge of the pandemic. Over the next month, we should see 0.8-1.3 million infections per day.

Biobot has made considerable post-hoc corrections to each of the prior 4 weeks of data. This essentially moved the peak earlier, with real-time estimates corrected downward in hindsight the past several weeks, including last week’s numbers getting corrected downward by 3%. The details of the forecasting models can be found in the Technical Notes section in the online report.

Post-Peak Hill? Reviewing the graph of the whole pandemic (Tweet #3), you’ll notice that after about half the waves, instead of a straightforward decline, there is occasionally a temporary deceleration, or even a small hill. Currently, this is what the forecast is showing. It’s unclear whether we will see a very small hill (rebound), a couple weeks with a flat plateau, or just descend at a gradual pace, but it looks like there will continue to be more transmission on the back end of the mountain than the start, as the models have continued to forecast for a long time now.

Good News: The model suggests that around Valentine’s Day (Feb 14), transmission should begin to fall for rapidly. The good news, if any, is that we can begin to discern the “end” of the surge toward late February, when daily infections will likely drop below 1 million nationwide.

Bad News: The bad news is that even the apparent "end" will still have a long ways to go down. For example, note that the starting point of the blue line on the left of the graph is actually the peak of the late-summer wave, which was quite bad.

Technical Note: If you go to the Biobot Dashboard, you'll see levels down 4% from last week, but our model shows levels marginally higher. For Biobot's Jan 27 data point, we enter that as Jan 24 (it's actually the average for the preceding week), assume that data point is a very slight underestimate (pattern the past several weeks), and model that we're already starting to tick up into that little hill. I'd avoid over-interpreting, and just take this to mean transmission is pretty stable at the moment.CURRENT ESTIMATES FOR January 29, 2024 Wastewater Levels (copies/mL) 836 New Daily Cases 1,216,000 % of Population Infectious 2.54% (1 in 39 people) New Daily Long COVID Cases  61,000 to 243,000   4-WEEK FORECAST FOR February 26, 2024 Wastewater Levels (copies/mL) 621 (-26% lower) New Daily Cases 903,000 % of Population Infectious 1.89% (1 in 53 people) New Daily Long COVID Cases  45,000 to 181,000
2/
What's with the Post-Peak Hill?

We're anticipating a post-peak hill. However, I wouldn't be surprised if it's instead a temporary plateau (flat) or simply a deceleration.

The best explanation is that transmission remains high with considerably geographic heterogeneity.

Examples of heterogeneity:
1) Single peak. Many places appear to have a single winter peak this year. In Western Mass, they peaked with 38% of the population actively infectious. Nearly unbelievable. It's hard to imagine a 2nd hill after that. Many other places peaked around 10% actively infectious on the worst day.

2) Late peak: Some places haven't peaked yet. This could account for a post-peak hill.

3) Rebound: Some places had an apparent winter peak but are starting to rebound. The rebound may be marginally higher or lower than the existing apparent "peak." Likely, the earlier peak was lower than in places experiencing a true single peak. They "flattened the curve" a little, but it's a tough fight against in-school transmission.

4) Rollercoaster. More extreme example of the Rebound case. Several peaks and valleys.

5) Flat. Some places have looked pretty flat on transmission for months. Perhaps they are wiser on engineering controls, or perhaps they are approaching a late peak.5 examples of Biobot graphs showing varying patterns of winter transmission. Summarized in Tweet.
3/
Zooming out to the full pandemic:
🔹Stable transmission relative to last week
🔹Transmission remains higher than during 85% of the entire pandemic, i.e., not "over"
🔹We are still in the 2nd-highest wave all-time with >1.2 million U.S. infections/day There is more COVID-19 transmission today        than during 85.7% of the pandemic.  CURRENT ESTIMATES FOR January 29, 2024 Wastewater Levels (copies/mL) 836 New Daily Cases 1,216,000 % of Population Infectious 2.54% (1 in 39 people) New Daily Long COVID Cases 61,000 to 243,000  WEEKLY ESTIMATES FOR January 29, 2024 New Weekly Cases 8,500,000 New Weekly Long COVID Cases 426,000 to 1,702,000  2024 CUMULATIVE ESTIMATES AS OF January 29, 2024 Total 2024 Cases To Date 41,150,380 Total 2024 Long COVID Cases To Date 2,058,000 to 8,230,000
Read 8 tweets
Jan 24
1/
In the most personal of my publications, I describe how a #mild virus killed my mom. It took 14 years.



This is the future of laissez-faire policies toward in-school COVID transmission. >10 million children have lost a parent to COVID, at last count 1.5 years ago. Kids account for 70% of in-home transmission.

Where do kids get COVID that they then spread within the home? Hint: the densely-populated place where they spend much of their day, with near-zero levels of vaccine boosting, testing, masking, or air cleaning. Schools. Now, COVID+ kids in California are told they should go to school while actively infectious.

Such policies are anticipated to disable and kill parents, grandparents, and others in the community. These policies will leave kids at high risk of complicated bereavement and toxic long-term sequelae.

Not so "mild."
#ForgottenChildren
#DeathTrajectoriesliebertpub.com/doi/epub/10.10…Journal of Palliative Medicine: Public Health's Forgotten Children of the COVID-19 Pandemic
2/
These are examples of the #DeathTrajectories of parents and grandparents who will get bring-home COVID from children in schools.

It may be 6 months. It may be 14 years. Many will get disabled. Many will die. We need to stop transmission.

Line graphs depicting three examples of death trajectories. 1)“Quick” non-acute death, 6 to 36 months 2)Organ-failure roller-coaster, 3 to 20 years 3)“Quick” decline, followed by “slow” death
3/
When talking to political & politicized leaders, use a 2-pronged approach like my article & like the recent #LongCOVID hearing.

1) State the facts. But these aren’t enough.
2) Make it personal/emotional. These are the stories people remember.

Cite the 10 million figure. Cite the 70% estimate. Then, tell leaders who in your family is known to be vulnerable or why this matters to you. That's how to stop the California 1-day isolation policy.
Read 4 tweets
Jan 23
1/8 🧵
PMC COVID-19 Forecast, Week of Jan 22, 2024

Transmission in the U.S. is extremely high on the back of the 2nd largest surge all-time.
🔹2.5% (1 in 40) actively infectious
🔹1.2 million infections/day
🔹>60,000 resulting daily LC cases
🔹0.8-1.3 million daily infections the next month

#LongCovid
The continued high level of transmission should give everyone pause. The PMC model estimates 1.2 daily infections currently, with plausible values from other modelers in the range of 0.8-1.4 million daily infections. In estimating resulting LC cases, we defer to publications suggesting 5-20% will experience clinically meaningful LC as a result of an infection. The most minimizing estimate I've seen is 1%, which I deem implausible, based on the literature. Nonetheless, even minimizers should assume 0.8 million daily infections, 1% resulting in LC, or 8,000 resulting daily LC cases, or 56,000/week, or approximately 240,000/month at present. Those are the "minimizer" estimates. If one assumes 5% of infections result in LC, the situation is obviously much worse (5x worse, in fact), where we are talking about 60,000 resulting LC cases per day at present.

Forecasting Nuance
Over the next month, we should see 0.8-1.3 million infections per day. Biobot has made considerable post-hoc corrections to each of the prior 3 weeks of data. This essentially moved the peak back from early January to late December, and at present suggests a slightly more precipitous decline the past few weeks than noted in real time.

The details of the forecasting models can be found in the Technical Notes section online. Reviewing the graph in the next Tweet (whole pandemic), you’ll notice that after about half the waves, instead of a straightforward decline, there is occasionally a temporary deceleration, or even a small hill. Currently, this is what the forecast is showing.

I suspect that the hill in the graphical depiction below is an artifact and we’ll head toward a more steady decline, reaching 0.8-0.9 million cases/day in a month. Why? First, the models are based on all data, not just wave-based data, and in my experience tend to be less precise in the very middle of the ascent or descent of a wave. In the 2.0 version of the forecast coming out in a few months, we will likely add complexity to the model to refine the wave phases. Second, Biobot has made huge retroactive corrections to their real-time levels in each recent report. Their current real-time level may be off, and that can throw off the models. Overall, consider that the decline in daily cases may slow, or there might be a small hill on the way, but if lucky, transmission will continue to decline a little faster than depicted. Unfortunately, my qualitative analysis of this "rosy" scenario is still quite bleak, with 800,000 daily infections a month from now.CURRENT ESTIMATES FOR January 22, 2024 Wastewater Levels (copies/mL) 824 New Daily Cases 1,200,000 % of Population Infectious 2.51% (1 in 40 people) New Daily Long COVID Cases  60,000 to 240,000   4-WEEK FORECAST FOR February 19, 2024 Wastewater Levels (copies/mL) 743 (-10% lower) New Daily Cases 1,081,000 % of Population Infectious 2.26% (1 in 44 people) New Daily Long COVID Cases  54,000 to 216,000
2/8🧵
Zooming out to the full pandemic:
🔹Transmission remains higher than during 85% of the entire pandemic, i.e., not "over"
🔹We are in the 2nd-highest wave all-time
🔹There is every reason to believe similar or larger waves will recur in the future There is more COVID-19 transmission today        than during 85.1% of the pandemic.  CURRENT ESTIMATES FOR January 22, 2024 Wastewater Levels (copies/mL) 824 New Daily Cases 1,200,000 % of Population Infectious 2.51% (1 in 40 people) New Daily Long COVID Cases 60,000 to 240,000  WEEKLY ESTIMATES FOR January 22, 2024 New Weekly Cases 8,400,000 New Weekly Long COVID Cases 420,000 to 1,680,000  2024 CUMULATIVE ESTIMATES AS OF January 22, 2024 Total 2024 Cases To Date 32,876,330 Total 2024 Long COVID Cases To Date 1,644,000 to 6,575,000
3/8🧵
As of the week of January 22, 2024, large groups remain high risk.

Absent quarantine, testing, and serious isolation, there's about a 50% chance that at least one person would be infectious in a group of 25-30 people.How Does Risk Increase with More Social Contacts?	 Number of People  |  Chances Anyone is Infectious	 1	2.5% 2	5.0% 3	7.3% 4	9.7% 5	11.9% 6	14.1% 7	16.3% 8	18.4% 9	20.5% 10	22.5% 15	31.7% 20	39.9% 25	47.0% 30	53.4% 35	58.9% 40	63.8% 50	72.0% 75	85.1% 100	92.1% 150	97.8% 200	99.4% 300	>99.9% 400	>99.9% 500	>99.9%
Read 8 tweets
Jan 23
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.
Read 7 tweets

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