Al Haddrell Profile picture
Feb 26 16 tweets 4 min read Read on X
A paper was published that presented a new model to predict airborne disease transmission. There were many features included in this model that make it interesting.
I have some thoughts.
First off, here's the paper.

royalsocietypublishing.org/doi/10.1098/rs…
The first author of article was written by @ScientistAndre. If you have any questions about it, I’m sure he would be more than happy to discuss.

Moreover, if I get anything wrong, I hope he jumps in to correct me!
@ScientistAndre Context: I am not a modeller. That said, I work with them, and feel that they are very important for understanding these processes. My reading of this paper will assume all the math is accurate. Rather, I am just looking at what the authors have considered/included in the model.
@ScientistAndre History: Precovid, the standard model used for airborne disease transmission was the Wells-Riley model.
@ScientistAndre EVERY model makes assumptions. In the Wells-Riley model, the main assumption was that the air within the room was well mixed. CFD models of aerosol in a room show that this is not accurate. Image
@ScientistAndre For this to be true, a few things would need to be true. First, that exhaled aerosol is immediately and evenly mixed throughout a room once exhaled. Second is that the decay rate of a virus is on a scale relative to the air being mixed throughout the room.
@ScientistAndre Meaning, if the exhaled dose is low, and the virus decays very slowly, the Wells-Riley prediction of transmission is probably going to give a decent estimate of transmission.
@ScientistAndre The Problem: Since 2020, we have learned a lot about both the complex decay dynamics of exhaled viruses:
nature.com/articles/s4146…
@ScientistAndre And the amount of virus that is exhaled:
pubmed.ncbi.nlm.nih.gov/38040798/
@ScientistAndre What this means, is that airborne disease transmission is exceedingly more complicated than what we can predict based solely on the Wells-Riley model. What is clever in the current work is that they are differentiating between short and long distance transmission.

This is key
@ScientistAndre They do this a number of ways, even by including a jet profile for exhalation: Image
@ScientistAndre And including activities such as breathing vs speaking to alter the initial dose: Image
@ScientistAndre And they include the complex viral decay dynamics of SARS-CoV-2 (shameless self promotion…): Image
@ScientistAndre The utility of this overall approach is that the model describes airborne disease transmission in a way that better describes what is actually happening. For example, clearly short distance transmission is more likely and important to consider.
@ScientistAndre This is some good work, and an excellent sign of the field moving forward in a positive way. @ScientistAndre, let me know where I got anything wrong. Congrats on this, well done! Looking forward/curious to seeing how this is received by the modelling community.

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More from @ukhadds

Feb 11
AI (eh-eye, not AL) has rapidly become a common tool people use to answer complex science questions.

But is it reliable?

Storytime. 🧵
Recently, I made a two-part series on my YouTube channel where I discussed the effect of humidity on the transmission of Covid-19.

In researching for the video, I wanted to do a literature survey to see what the animal studies on transmission demonstrated. Image
Read 17 tweets
Feb 2
This study made some waves on social media yesterday. It purports to show that CO2 concentration doesn’t correlate with covid transmission.

Let’s talk about this, I have some thoughts.

sciencedirect.com/science/articl…
Context: Why do people think knowing the CO2 concentration is important when it comes to Covid transmission?

There are 3 unique reasons.
1) Both CO2 and respiratory (virus containing) aerosol are exhaled. They are, to some degree, correlated. Meaning that if the CO2 concentration in a room is high, the amount of exhaled aerosol in the room may also be high.

Read 28 tweets
Jan 19
You have no idea. Ironically, I found out about this letter when I was on my way to a dinner to celebrate the end of a 5 year covid project I was on. This project resulted in 14 papers in high impact journals where we explored how SARS-CoV-2 is aerosolised through talking/singing
Needless to say, to find out right then that the government had produced this letter was bizarre and upsetting. Like, why are we doing all of this research if they are just going to ignore it?

When I shared the letter with others on the team, it got a little awkward....
I literally posted this right after I left (hence the tone...).
Read 4 tweets
Dec 29, 2024
If you got a CO2 monitor for Christmas and are wondering what exactly the device is used for, I’ve put together a video to walk you through some ways you can use it improve your indoor air quality, and to lower your risk of catching airborne viruses (C19)
With New Years coming up, you may be having friends over. You can use a CO2 monitor to see how best to ventilate your home, to make sure that your friends and family start the year off healthy! I walk you through how to measure your home's ventilation here
And of course, if you are having people around (along with good ventilation) you ought to also consider masking.

In this video I walk through how masks work to remove infectious aerosol from the air that you are inhaling. Hint: they work like your lungs!
Read 4 tweets
Dec 28, 2024
I was asked to walk through why the work published earlier in the year by the Lund group is so important. I’ve put together a thread to walk through some of my thoughts.
First, here’s a link to the study.
nature.com/articles/s4159…
Let’s start with some context. Airborne viral transmission is exceedingly complex, but can be broken down into 3 general processes: production, transport and exposure. To estimate transmission and to design effective mitigation strategies, you must understand these processes. Image
Read 22 tweets
Dec 8, 2024
Thanks for your interest in our work. You’ve asked a lot of “out of the box” questions here, and I’ll address some of them.
Exhaled aerosol has a water activity of ~0.995. The RHof fog could be higher: the the aerosol would simply take up water from the gas phase. For viruses such as influenza, where the salt concentration seems to be very important, this would lead to an reduction in the decay rate. Image
This is a good question that we need to explore. Understanding airborne microbe decay is highly dependent on understanding the aerosol dynamics. And the pH dynamics in an aerosol is very complicated and need of a lot of study. Image
Read 11 tweets

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