1/ Rebreathed Fraction (RF) and Schools.
The rebreathed fraction of air is the fraction of air that a person inhales that came out of the collective respiratoiry systems of others in the indoor space they are in. We'd like RF to be as small as possible!
2/ RF can be calculated as
RF = (CO2in - CO2out)/CO2breath
Here CO2in is CO2 concentration in the indoor space, CO2out is the outdoor CO2 concentration, and CO2breath is the typical CO2 concentration on human breath (around 36,000 to 38,000 ppm) w/ some variation by diet, etc.
3/ Earlier in the pandemic I estimated quanta generation rates based on outbreaks & used these w/ the Rudnick-Milton model to approximate an upper-bound acceptable RF(avg) of 0.008 in a model classroom. This leads to a CO2in = 698 ppm (say 700 ppm). Well before delta variant.
4/ That analysis assumed no masks or filters. Universal mask wearing and good filtration allows some relaxation of the RF threshold that I calculated. But again, this was before the delta variant.
5/ I have studied RF in hundreds of classrooms in Texas, including quite recently, and found median and mean RF of around 0.025 (4 x above what we'd like to see for orignal SARS-CoV-2 virus and much higher x than what we'd like to see for delta variant).
6/ I've seen rebreathed fraction of air in some Texas classrooms as high as 0.13 (13%) at peak & 0.075 (7.5%)% averaged over day. For the former, this equates to roughly 1 in every 8 inhaled breaths being a collection of the exhaled breath of every student & teacher in the space.
7/ In that horrific case, if there are 25 students & 1 teacher in the classroom with just ONE infector, 1 in every 200 inhaled breaths is equivalent to locking lips with the infector as they are exhaling and you are inhaling.
8/ The normal respiratory rate for 6 to 12 yo is about 18 to 30 breaths per min. Assume lower end. That means locking lips with the infector about every 11 minutes during the school day. If more than one infector in this worst-case classroom ... more frequent!
9/ For 12 to 18 yo it is reasonable to assume 12 to 16 breaths per minute. Assuming 12, that means locking lip with a single infector and inhaling every 17 minutes during the day.
10/ Example above is an extreme case. However, it is a real case. The majority of classrooms that I have studied in Texas are under-ventilated relative to ASHRAE 62.1-2019, which is for "normal" times (not a pandemic). Some classrooms WOEFULLY under-ventilated pre-pandemic.
11/ When I have asked school districts why they operate at such low ventilation rates I am usually told it is for reduced energy use and entirely for saving money. Second place is "we did not know."
12/ Even the median or best 25th percentile in our past studies is highly insufficient for a pandemic. In fact, looking back at past data indicates that only 1 of 46 classrooms in our recent study of seven high schools in TX comes close to a RF = 0.008, at 0.01.
13/ Sending children w/o masks back to school in TX, where population ctrs are on fire w/ delta variant, & without SUBSTANTIAL increases in ventilation & advanced filtration (no time to describe findings wrt filtration!) is IMO highly irresponsible at best & likely much worse.
Note - I am sure that some school districts in Texas have improved ventilation and filtration. Kudos to those that have. However, I am also fairly confident that many have not for a range of reasons, some beyond district control.

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More from @CorsIAQ

10 Aug
1/ Hearing a lot of concern about return to campus from faculty & staff at universities across the US. I wrote about this way back in spring and summer of 2020. Here we go again. Some advice here for those in states with leaders who value science and logic.
2/ If the university is open or partially open this fall, my advice is to reverse course on loosening of risk reduction interventions (and make this clear to the campus community as soon as possible).
3/ Enforce the vaccination requirement to the extent possible. It is not possible to verify at some universities relying on attestation. In those cases, employ daily reminders and signs across campus that reinforce why universal vaccination is critical for the community.
Read 15 tweets
9 Aug
1/ Still packing office @Portland_State in prep for new role as Dean of @UCDavisCOE. Only 3 yrs, but so many wonderful memories of extraordinary staff and faculty, and amazing students and alumni. A few images.
2/ At my 1st townhall meeting w/ faculty and staff, CS Professor Maier gave me a helmet he modified to symbolize my transition from Longhorn to Viking. Many past or present @ut_caee Longhorns were photographed donning this helmet.
3/ The staff of the Maseeh College are extraordinary, so hard working and committed, the gears that keep the college running from hour to hour and day to day. And a lot of fun, too!
Read 7 tweets
8 Aug
1/ Even mediocre masks have a significant benefit if EVERYONE wears one. Everyone is needed to assure those infected are wearing one, too. Consider the following relatively mediocre mask (or poor fit on good masks) scenario.
2/ Assume everyone in an indoor space wears a mask that is only 40% efficient, i.e., 40% efficient at reducing emissions from an infected person & 40% efficient at reducing uptake by a receptor. What's the net benefit to those who are susceptible?
3/ 40% + (0.4 x 60%) = 64%. Just having everyone wearing mediocre masks (or better masks with poor fit) leads to a 64% reduction in inhaled dose of virus-laden aerosol particles. Lowering inhaled dose this much may stave off infection and save lives.
Read 8 tweets
8 Aug
1/ Motivation for caring about indoor air quality

Prior to this pandemic, the average American lived to be 79 yo (lower now). Of those 79 years we spend, on average, 69 years domiciled inside buildings.
2/ An amazing 54 years are spent INSIDE of our homes. Approximately 26 years are spent lying horizontally on a mattress (perhaps breathing in toluene diisocyanate from your pillow).
3/ The sleep microenvironment remains understudied, but proud of our work done @ut_caee (numerous papers published w/ one more in the queue on controlling particles in breathing zone while sleeping).
Read 14 tweets
5 Aug
1/ Aware that one school district hired a consulting firm to do CO2 measurements in classrooms when no students (at all during the day - U*G*G*H*H) were present and concluded the rooms are well ventilated. This makes no sense, folks. This makes no sense. Wasted money.
2/ Aware that in another case a school district did CO2 "spot checks" for a few minutes in classrooms. This often happens if a firm wants to measure CO2 in all classrooms and is limited in instruments and time.
3/ Time-averaged values during entire occupied periods can be improtant and "spot checks" can be woefully deceiving depending on when collected.
Read 11 tweets
3 Aug
1/ Here is one way to do a quick & dirty test of leakage around mask. Place several small mirrors or reading glasses in the fridge for 2 to 3 min. Avoid putting them in the freezer, as they will get too cold and you will get condensation on lenses when you remove it.
2/ Take first one out and place it directly in from of mask. As you breathe, the high water vapor content of your warm breath will condense on the lens, a good thing as it shows air going through mask.
3/ Now take out a second pair of glasses and put at edge of mask near chin, nose crease, or cheeks. You want to see as little, and preferably no, condensation as possible. In example below I purposely tweaked seal around nose to yield a small amount of condensation.
Read 10 tweets

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