New study looking at influenza transmission
1 infected person shared small low humidity and poorly ventilated room with 8 uninfected subjects (plus 2 observers). Chatting, playing uno, bit of exercise
5000+ppm CO2
no one got infected π§΅ 1/n
23.01.2026 12:14 β π 6 π 4 π¬ 2 π 0
This is the second similar study that the authors have conducted. The ethics are recognised
23.01.2026 12:35 β π 2 π 0 π¬ 0 π 0
Although there was low ventilation rates in these rooms, there was high mixing rates and the authors postulate that this could have rapidly mixed exhaled plumes that ordinarily would hold more concentrated viral material and support close range transmission 5/n
23.01.2026 12:14 β π 3 π 0 π¬ 1 π 0
air sample in the room only detected low levels of viral genomic material, and exhaled breath samples were also low in viral material. Items were passed around, tablet, microphone and marker pen. Some viral material found on one sample from the pen 4/n
23.01.2026 12:14 β π 3 π 0 π¬ 1 π 0
This study included multiple interactions between donors and recipients, some the CO2 only got to 2400ppm, but the authors note that despite the donors having high viral load from swabs they emitted low levels of virus 3/n
23.01.2026 12:14 β π 3 π 0 π¬ 1 π 0
There's plenty that would baulk at CO2 = 5000ppm, raw dogging the air etc
but as we've been pointing out for years, if the infector isn't emitting much virus then your inhaled dose will be low, even if ventilation is poor 2/n
a link to the other place x.com/moog77/statu...
23.01.2026 12:14 β π 3 π 0 π¬ 1 π 0
New study looking at influenza transmission
1 infected person shared small low humidity and poorly ventilated room with 8 uninfected subjects (plus 2 observers). Chatting, playing uno, bit of exercise
5000+ppm CO2
no one got infected π§΅ 1/n
23.01.2026 12:14 β π 6 π 4 π¬ 2 π 0
thanks for the comprehensive explanations :)
21.01.2026 10:37 β π 2 π 0 π¬ 0 π 0
16+ venue, my kids will be disappointed. Any other gigs in the pipeline?
21.01.2026 10:26 β π 0 π 0 π¬ 1 π 0
An interesting study which provides some more evidence of the impact of HEPA filter treatments on school absenteeism. Overall, the study offers little reliable evidence that HEPA air cleaners meaningfully reduce student absenteeism. proquest.com/docview/3281...
13.01.2026 12:41 β π 1 π 0 π¬ 0 π 0
The study does control for important confounders (school effects, classroom effects, seasonality).
But it canβt control for individual health, household exposure, immunity, or behaviourβso residual confounding remains likely.
13.01.2026 12:41 β π 1 π 0 π¬ 1 π 0
This doesnβt mean the researchers did anything wrongβsensitivity analyses are useful.
But without a single pre-specified primary model, statistically significant results should be treated cautiously.
13.01.2026 12:41 β π 1 π 0 π¬ 1 π 0
Why the uncertainty?
The study ran many overlapping models (different seasons, moving averages, interactions).
Results change depending on the model β classic risk of model-dependence (and over-interpretation).
13.01.2026 12:41 β π 1 π 0 π¬ 1 π 0
And importantly:
β οΈ In Winter, some models show higher absenteeism in HEPA treated classrooms compared to controlsβespecially at higher equivalent ventilation rates.
13.01.2026 12:41 β π 1 π 0 π¬ 1 π 0
Other models show no statistically significant effect at all once you adjust for school, classroom, season, and time trends.
In other words: the βbenefitβ disappears depending on how you model the data.
13.01.2026 12:41 β π 1 π 0 π¬ 1 π 0
Some statistical models show small reductions in illness-related absenteeism in HEPA classroomsβmostly in Fall and Spring.
But the effect sizes are tiny (fractions of a day per student).
13.01.2026 12:41 β π 1 π 0 π¬ 1 π 0
But the big question was absenteeism.
Do cleaner classrooms = fewer sick days?
Short answer: the evidence is mixed and weak.
13.01.2026 12:41 β π 1 π 0 π¬ 1 π 0
They didn't see much difference in particle counts between control and treatment (T) classrooms when occupied, but they only took a couple of 24hr measurements. Other studies with continual measurement have shown reductions in PM with filters present. Unoccupied = PM reduction
13.01.2026 12:41 β π 1 π 0 π¬ 1 π 0
The study installed portable air purifiers (HEPA-based, some with extra filtration layers) in many classrooms and compared illness-related absenteeism to control classrooms with no purifiers.
13.01.2026 12:41 β π 1 π 0 π¬ 1 π 0
New thesis on HEPA air cleaners in school classrooms:
π§΅ TL;DR: In this school study, HEPA air cleaners showed little reliable impact on absenteeism, and air-quality improvements were limited during actual classroom use.
13.01.2026 12:41 β π 4 π 3 π¬ 1 π 0
yeah the deposition stuff is interesting (tho predictable). But their conclusions on ventilation and PAC are dependent on the size of the PAC and ventilation provision, of which there are myriad combinations (here i think they use 2), and obvious from their relative ach
08.01.2026 14:30 β π 0 π 0 π¬ 0 π 0
my point is that it's comparing a larger equivalent removal with a smaller removal and going oh look the larger removal removes more. Completely pointless to me. You can see that 3.15ach is greater than 0.5ach without having to run a model.
08.01.2026 14:13 β π 0 π 0 π¬ 1 π 0
what's the point of comparing ventilation at 0.5ach with a PAC with equivalent ventilation of 3.15ach and going, oh the PAC is better at removing particles? They model a 40m3 room which is tiny. If PAC_1 was in a 300m3 room with 0.5ach ventilation, the PAC_1 will now be running at 0.42ach π€·ββοΈ
08.01.2026 13:56 β π 0 π 0 π¬ 1 π 0
They will provide air purifiers with HEPA filters running at 486m3/h (approx 3ach) or at 48m3/h.
07.01.2026 12:08 β π 0 π 0 π¬ 0 π 0
The stuff you find when you actually read the RCTs in a systematic review...
This paper is one of the foundational studies on vitamin D to prevent respiratory infections in kids. Cited 1,400 times as per Google Scholar.
26.11.2025 21:15 β π 91 π 24 π¬ 5 π 4
Kids also reported their perceived perception of the indoor air quality and their perception of the air quality improved with the presence of air cleaners, even when the air cleaners were off
A placebo effect - demonstrating the power of suggestion
21.11.2025 17:49 β π 2 π 2 π¬ 1 π 0
6 schools and 27 classrooms under baseline, air cleaner off, HEPA on and SHAM (air cleaner on but no HEPA filter). Air cleaners also included activated carbon to remove TVOC.
If kids had symptoms they scored these, air cleaner reduces symptom severity with and without HEPA
21.11.2025 17:49 β π 2 π 2 π¬ 1 π 0
Air Hub: Engineering Healthier Indoor Environments, is a newly EPSRC funded, 2-year micronetwork plus, considering PM2.5 indoors: what it is, how it affects us, and what we should do about it.
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