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Covid is: Airborne, Not Over, and Endemic

@epimodels

Covid. Epidemiology. Infectious disease dynamics.

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Latest posts by Covid is: Airborne, Not Over, and Endemic @epimodels

Unless people are immune for a while after getting covid/flu, so fewer people get it?

01.03.2026 22:57 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I guess what I mean is, why does each individual wave peak? At the peak of the wave the flu or covid is most prevalent, and many people have been infected so are more susceptible, so it should keep going up, right?

01.03.2026 22:56 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

It's worse than vaccination alone at preventing infections? If I get infected once, I am more likely to get infected again than if I hadn't? How do covid waves ever stop?

28.02.2026 22:29 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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I asked because I put in a reasonable scenario that I have once a week, and I got this for estimated risk: 4.29 expected infections per year. That seems unrealistically high? I wouldn't think that's possible with 2025 levels of immunity?

28.02.2026 22:12 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

How are immunity from vaccination and prior infection taken into account in the model? I couldn't find any way to adjust them.

28.02.2026 21:45 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Not sure your covid & cancer stats are right.
From CDC Wonder for 2025:
wonder.cdc.gov/controller/s...

13.02.2026 21:16 πŸ‘ 0 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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Not sure your covid & cancer stats are right.
From CDC Wonder for 2025:
wonder.cdc.gov/controller/s...

13.02.2026 21:16 πŸ‘ 0 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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I know the "s" is for sarcasm, but just in case someone takes the immunity-debt thing seriously:

Influenza A/H1N1 and Influenza B are at very low levels this year (immunity working great), and only A/H3N2 is high, due to a new variant (Subclade K).

www.publichealthontario.ca/en/Data-and-...

31.01.2026 01:35 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Australia Admits All Those Animals Made Up

Australia Admits All Those Animals Made Up

Australia Admits All Those Animals Made Up theonion.com/austral...

05.08.2025 22:00 πŸ‘ 5677 πŸ” 748 πŸ’¬ 132 πŸ“Œ 75

Fun ety/epi fact: The "dem" in "pandemic" comes from Greek "demos" meaning "people".
Fortunately we have another good word "panzootic" to mean the equivalent in animals, as in "H5N1 is panzootic in birds". Indeed it is!

30.03.2025 22:26 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I often get comments like "how can you say Covid is low when there's no testing"... there is testing in hospitals & testing protocols haven't changed really since Apr 2023, so covid admissions are comparable over last yr.

Plus Scottish wasterwater consistent with lowest Covid winter so far. 1/2

12.01.2025 12:24 πŸ‘ 170 πŸ” 45 πŸ’¬ 10 πŸ“Œ 0
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%ED visits for Covid is starting to decline in the first week of Jan.

Only 4 states had (slightly) higher %ED peaks in their December waves than their summer peaks:
πŸ”ΈοΈMichigan
πŸ”ΈοΈMaine
πŸ”ΈοΈNew Hampshire
πŸ”ΈοΈSouth Dakota

Most were significantly below. Florida was 90% lower than Aug.

10.01.2025 23:49 πŸ‘ 75 πŸ” 13 πŸ’¬ 2 πŸ“Œ 0
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Polymerase mutations underlie adaptation of H5N1 influenza virus to dairy cattle and other mammals. In early 2024, an unprecedented outbreak of H5N1 high pathogenicity avian influenza was detected in dairy cattle in the USA. The epidemic remains uncontrolled, with spillbacks into poultry, wild birds...

Really proud to share our preprint describing early adaptation of H5N1 to US dairy cattle, and showing how these mutations enhance the ability of the virus to infect other mammals, such as pigs and humans.

With @influenzal.bsky.social @vidhid.bsky.social @drclairesmith.bsky.social and many more!

07.01.2025 07:59 πŸ‘ 350 πŸ” 158 πŸ’¬ 9 πŸ“Œ 15

Are the "kids need to get infected with pathogens" folks in the room with you now?

08.01.2025 04:50 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

This article from April 2022 discusses "Patients who develop ARDS typically end up on high flow oxygen, many need mechanical ventilator support, and many need extracorporeal membrane oxygenator (ECMO) support."

Thankfully that's extremely rare nowadays.

08.01.2025 04:46 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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WHO DON: Trends of Acute Respiratory Infection, Including Human Metapneumovirus, in the Northern Hemisphere #18,534 For the past week or so the internet, and even the mainstream media, has been speculating over a rumored outbreak of a `mystery vi...

AFD Blog `WHO DON: Trends of Acute Respiratory Infection, Including Human Metapneumovirus, in the Northern Hemisphere' afludiary.blogspot.com/2025/01/who-...

07.01.2025 21:17 πŸ‘ 3 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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Huh, the headline has been changed to make more sense.

HMPV is endemic in Australia and the rest of the world. You probably didn't even notice the last wave of HMPV in Australia, which peaked in October.

05.01.2025 05:19 πŸ‘ 15 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Is the NHS facing a 'quad-demic' this winter? No, but it is finding it harder and harder to cope with 'normal' winter pressures. Plus flu might still have a nasty kicker in store this winter.

Headlines are warning of a 'quad-demic' about the hit the NHS, but data show that a 'quad-demic' is v unlikely.

The worry is not that the NHS is about to be hit by unprecedented demand, but that it is unable to cope with normal demand.

I've written about it here
open.substack.com/pub/christin...

16.12.2024 17:43 πŸ‘ 336 πŸ” 130 πŸ’¬ 12 πŸ“Œ 15

"The issue is not that the NHS is facing an unprecedented winter avalanche of illness - the issue is that the NHS cannot cope with an entirely precedented winter season." Very good substack from @chrischirp.bsky.social

16.12.2024 19:03 πŸ‘ 50 πŸ” 15 πŸ’¬ 0 πŸ“Œ 0
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Is the NHS facing a 'quad-demic' this winter? No, but it is finding it harder and harder to cope with 'normal' winter pressures. Plus flu might still have a nasty kicker in store this winter.

Fantastic piece from @chrischirp.bsky.social outlining the real issues the NHS is facing- challenging the quadremic idea and suggesting pragmatic ways we can PROACTIVELY reduce the impacts and spread of these diseases and help the NHS! open.substack.com/pub/christin...

16.12.2024 18:16 πŸ‘ 63 πŸ” 23 πŸ’¬ 7 πŸ“Œ 3

Why would you want covid to be like flu? Flu peaks two and a half times higher than covid. If covid did that, hospitals would be swamped. Lucky it is more like rhinoviruses (less seasonal).

17.12.2024 07:12 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I think I would trust the ED surveillance as a quantitative measure.

The WW data shows a jump up at the same time, which corroborates the ED surveillance jump, but I wouldn't take the WW data as quantitative.

17.12.2024 06:52 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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You're probably already aware, but the CDC has a really wonky way of calculating the "wastewater viral activity level". I don't think there's any guarantee it would be even close to proportional to infections, especially at the ends of the range.

www.cdc.gov/nwss/about-d...

17.12.2024 06:52 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I am really curious as to what sort of mathematical model you're using! Would love to understand how the peak could decrease by 40% but still occur on the same day. Seems odd. Is this based on a multi-variant SIRS model? If you've described it elsewhere, would appreciate a pointer to it. Cheers!

11.12.2024 21:29 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Venn diagram of four intersecting circles of different colours. Top left, yellow: "pandemic". Top right, green: "airborne". Bottom left, purple: "endemic". Bottom right, red: "dangerous". In the middle, in the intersection of all four circles: "COVID".

Venn diagram of four intersecting circles of different colours. Top left, yellow: "pandemic". Top right, green: "airborne". Bottom left, purple: "endemic". Bottom right, red: "dangerous". In the middle, in the intersection of all four circles: "COVID".

You are here:

30.11.2024 22:32 πŸ‘ 43 πŸ” 15 πŸ’¬ 1 πŸ“Œ 2

It's interesting to look at the detection data for Whooping cough (also called Pertussis, named after the bacterial cause - π˜‰π˜°π˜³π˜₯𝘦𝘡𝘦𝘭𝘭𝘒 𝘱𝘦𝘳𝘡𝘢𝘴𝘴π˜ͺ𝘴.
Australian NNDSS data show a 3-5 year space between Pertussis epidemics.

26.11.2024 06:25 πŸ‘ 46 πŸ” 16 πŸ’¬ 3 πŸ“Œ 0

But surely correlation, not causation? πŸ˜‰

22.11.2024 04:24 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Just to be clear, my central expectation is just one winter wave, peaking well after 1 January.

(But I wouldn't use the word "forecast" for any of this kind of spit-balling!)

22.11.2024 04:21 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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❄️ Holiday Season Forecast:

πŸ”ΉThe wildest forecast I've ever made was for Dec 2021, predicting multiple millions of daily infections. This one is easily second place. A very muted holiday wave relative to all prior years, due to weak evolution and large summer numbers.

19.11.2024 23:25 πŸ‘ 236 πŸ” 39 πŸ’¬ 9 πŸ“Œ 5

I appreciate the broad prediction interval!

I find it interesting you (and many others, including those who claim "covid isn't seasonal") are still pegging the peak to 1 January.

(Personally, I think there *is* a fair amount of seasonal forcing, but I also expect a delayed peak this year.)

20.11.2024 02:34 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0