What we can learn from the latest indoor dining study
zeynep.substack.com
zeynep.substack.com
This is especially the case in non-island nations that cannot control their borders as easily.
because despite the fearful hype, there's no evidence restaurants are significant sources of spread. bars, at least, are more plausible (because of social dynamics, not fluid or viral ones), but still not conclusively proven to be significant transmission localities. transmission is primarily happening in private social gatherings, not in public places like restaurants, gyms, or grocery stores where we see so much attention being misdirected.
this paper, like similar others, paints a possible but unlikely picture of how a couple infection cases might be related, out of probably thousands (millions? billions?) of other possibilities. it's a classic case of availability bias--creating an explanation based on the limited observed information at our disposal, while expressly ignoring the much vaster array of information we don't, or can't, observe.
it's clues tied together to create a pat narrative, not conclusive, nor even particularly persuasive, proof on how transmission happened in this scenario. it's only one possibility among many.
this quote sums up their findings:
> "The average risk of transmission scales positively with the closeness of social interactions: the average per-contact risk is lowest for community exposures (including contacts in the public transportation system and at food and entertainment venues), intermediate for social and extended family contacts, and highest in the household. The average transmission risk in the household is further elevated when intense physical distancing is enforced, and for contacts that last longer."
the intuition is also pretty straightforward--we let our guard around those closest to us, who also happen to be those we spend the most time with. those are the two primary factors (closeness and contact time) for transmission. social gatherings are that layer just beyond the household where we are most exposed on those dimensions.
How is this possible? Distancing _elevates_ within-household risk?
One obvious mechanism: Enforced distancing makes it less likely you get COVID from a source outside of the household, which (since infection usually provides some period of immunity) thereby increases the risk you get it in the household, on average.
it's unrealistic to expect families to social distance from each other for months on end for a pandemic of this severity (~0.5% fatality rate heavily skewed to the aged, as opposed to the 1918 flu with ~10-20% fatality rate across the age spectrum).
so the most impactful, and realistic, action to materially lower infection/death rates is to alter our behaviors around private social gatherings only (distance or mask indoors). focusing our efforts there would be spending our collective goodwill budget wisely, as opposed to the pointless political theater around masks and restaurants. instead, all of the focus has been on curtailing public settings (easier for the government to control), where only a small minority of transmission is happening (moreover, public behaviors changed without needing government intervention). it'd be farcical if it weren't so tragic.
Well, wouldn't that be because public settings are more controlled, as you said?
It seems strange to suggest wearing a mask at home, in private, but not in public. Or did I misread?
Restrictive measures do not increase your absolute risk at home. The paper was talking about the relative risk between two scenarios - which allows for misunderstandings. The last sentence which was omitted in your quote was:
"These lines of evidence support that SARS-CoV-2 transmission is facilitated by close proximity, confined environment, and high frequency of contacts."
What the paper ought to have said was, when more restrictive measures are in place, it then becomes important to focus and step up measures for the people you interact with most - because those people in this new and different scenario now become the most likely people for which you will catch an infection.
The people you interact with have not suddenly become more risky in an absolute sense, but they become a more important risk factor when situations change.
Trying to draw conclusions between the relative risks between two different scenarios is not the same as absolute risk. This is the trap!
[edits: for clarity]
Here is a different example to try and illustrate the problem:
Is 10% larger than 5%?
It is not possible to answer this question if the basis on which the percentages are calculated are different.
What if I said the 10% was 10% of whatever you last spent money on, but the 5% was 5% of Google's annual revenue. Which is larger?
The same thing is happening in the above - it isn't okay to calculate the probabilities in two situations and then try to cross compare them for size.
Sadly this error seems to be cropping up quite a lot! Matt Parker (Stand-up Maths) has an example of this and related to a recent election: https://www.youtube.com/watch?v=aokNwKx7gM8. His explanation is likely better than mine.
Some work still needs to get done. Society won't work if everyone sits on their bum for a year, pandemic or not. Among the jobs which need to be done, however, there are no restaurant workers.
God I wish we would go back to the gold standard so that the cost of government expenditures would be more obvious to the general public via payment from increased taxes or from allocation away from some other government expense. Instead, people are left thinking the government could magically solve all of our problems by printing more money, but for some reason doesn’t because it doesn’t care.
We could just print all the money we need.
If you want to have an honest discussion about the inflationary effects of adding more dollars to the money supply, then we have to talk about where those dollars come from and why they do and don't create inflation. Talk about what the real demonstrable alternatives are, and whether or not a higher inflation is really the devil that so many claim it is.
The real demonstrable alternatives are those we had prior to eliminating the gold standard. We are now able to print our way out of recessions, at the cost of an incredibly destabilized economy comprised of asset valuations that are so high they lead to perfect correlation downward when there is a shock to confidence.
Financial assets is far too broad a category, but "markets can remain irrational far longer than you can remain solvent" isn't some new statement. I'd argue that this is more a consequence of a confluence of factors including the end of general scarcity of capital, low interest rates, and low taxes.
Medical and Education costs are structural issues within the US, see most of Europe for a counter example.
As far as outsourcing, well that has lifted over 1 billion people out of poverty...so yea, I got nothing for you if you think American's being able to buy more goods for fewer dollars while simultaneously making the world a better place is something to be concerned about.
And our economy is far more stable today then any time in the history of the US. Or are we going to pretend that multiple depressions didn't happen in the late 19th and early 20th centuries? The only reason that the 2008 recession was as bad as it was, was because of a lack of political will to spend money.
Do you think this is sustainable in the long run? Will they keep giving us more goods/services than they get? What would happen if they decide to not use US dollar as reserve or they start demanding another currency for trade?
About $15T USD exist [0]. $5T are held by foreign banks [1], because the USD is the world's reserve currency. All of those countries want the USD to remain stable, so their own economies can work smoothly. The countries cooperate with USA and side with USA in disputes. This benefits USA greatly. If USA went to the gold standard, this benefit would disappear.
Currencies on a gold standard experience inflation and deflation due to changes in the value of gold. The value of gold is primarily driven by demand for jewelry and manufactured products [2]. Demand fluctuates with the business cycle. Gold value is also affected by supply fluctuations. On a gold standard, these would become extra unwanted currency fluctuations.
Only $9T of gold exists above ground in the world. USA has only 3,000 tons of gold, worth 3,000 t * (1,000,000 g / t) * (oz t / 31.1 g) * (USD$1840 / oz t) = $177B. So to get $15T of gold, USA would need to mine or purchase 250,000 t of gold. This is equivalent to 72 years of the world's current gold production. So to make it possible, gold production would need to increase dramatically. And it would take a while. Meanwhile, the US economy keeps growing, increasing the need for currency.
Gold mining produces huge amounts of crushed ore which continually leaches heavy metal pollution into the environment. Gold mining uses cyanide which occasionally leaks and sterilizes a river or lake and kills all the birds and other wildlife nearby. Increasing gold mining would increase suffering around the world.
Another option is to increase the price of gold. This would negatively affect industry, especially electronics manufacturing. It would also cause an enormous wealth transfer to India and other countries that hold a lot of gold jewelry.
On a gold standard, governments have limited ability to solve problems in money supply, and their currency is subject to business cycle fluctuations and interference from cartels. USA will have difficulty getting enough gold to back its currency. Increased mining will poison people in many communities and devastate parts of nature.
[0] https://www.federalreserve.gov/releases/h6/Current/
[1] https://en.wikipedia.org/wiki/List_of_countries_by_foreign-e...
[2] https://en.wikipedia.org/wiki/Gold#Consumption
[3] https://en.wikipedia.org/wiki/Gold#Production
[4] https://en.wikipedia.org/wiki/List_of_countries_by_gold_prod...
I think we can also have more fine-grained policies. In Scotland they simply disallow serving of alcohol in restaurants and pubs, and restaurants have to close by 6PM. Unsurprisingly Scotland seems to be doing somewhat better than England and has avoided a second nationwide lockdown.
The basic idea is if we can target the 5% of the economy that is causing most of the spread, you can keep the other 95% open.
As an introvert, I like this conclusion regardless of how it was arrived at.
It baffles me we haven't been giving these away to old and obese people.
https://www.scientificamerican.com/article/evaluating-covid-...
I'm still not flying no matter how safe I am once I am seated on the plane.
I've long assumed that indoor dining is likely a transmission vector, but since LA recently banned outdoor dining, I'm curious about any studies on that.
What I've been told is that LA did this with little scientific justification, and that outdoor transmission is rare. However, wondering what people on here more knowledgeable on the subject have found as far as peer reviewed research.
But not in LA, which was what the GP was asking about. LA's climate is fine for regular outdoor dining all year.
> no airflow
From the paper this thread is discussing, it appears that no airflow is actually lower risk; the higher risk is having directed airflow, from indoor ventilation systems, and being in the path of that airflow from an infected person (and also facing them).
Afternoon dining is pretty easy to do, but dinner seems to be problematic even in OC where I'm at.
The vinyl sided tents aren't going to have recirculated air like indoors, but yes, the air is certainly not going to be flowing the way it would with no vinyl walls.
OC beach towns are as nice as they are unaffordable, lol. I love the restaurants there, though.
The paper that started this thread notes that the only people who got infected in the indoor restaurant scenario they studied were the ones in the airflow path. Nobody else did, even though they were all in the same room with the same contained air. So this one study, at least, seems to indicate that just having contained air is lower risk; it's being in the airflow path of recirculated air that is higher risk.
That said, there is nothing in the paper that says that having uncontained air outdoors is not even lower risk than contained (but not recirculated) air.
It gets cold even in LA
The weather report for Sunday 12/6/2020 says the temperature in Los Angeles will be 60F at 6pm - and it’s not winter yet
I love this. I think we dismiss "small data" too quickly. I see this all the time here on HN and in other places, where someone's experience will be dismissed as "just anecdotes", as if an anecdote contains no useful information at all. Statistical summaries by definition lose information--it can be incredibly valuable to continuously ask ourselves over time "What information is important to retain in our models/statistics, and what information is okay to discard?" To me, it seems obvious when I say it--well duh that's the scientific method--but it's so easy to become attached to our models and statistics and use those to dismiss important information as noise.
In the classic black swan example "all swans are white", it only took 1 counterexample (small data) to disprove the premise, while mountains of examples of white swans (big data) would be insufficient evidence to actually prove it. There's an asymmetry here.
Coming back to the article, the author recognized this exact asymmetry in the question at hand: "While some of this may look discouraging, I find these “small data” studies greatly empowering. They don’t just tell us what happened, they tell us what didn’t happen." "These small studies cannot tell us the proportion of transmission that occurs indoors, but they highlight how it occurs: droplets and aerosols being carried through the air. Clearly, the closer you are to the person, the more likely you are to get hit But equally clearly, air flow and the positioning of people are huge variables, too. Just talking doesn’t seem to generate aerosols to the point that everyone within the room is infected (though this is possible), but singing does—at least in these well-studied cases. Sometimes, though, the most important information is that the dog did not bark."
However, not all questions have this property. Let's say your hypothesis was something like "this vaccine will work in at least 95% of the population", small data approaches might not work. Bob and Jill said it worked for them -- how comfortable would we be extrapolating this anecdotal evidence to the general population? At most we can say there's a statistical signal to the affirmative, but nothing more than that. And that is the nature of self-reported anecdotal evidence (unless they were rigorously structured to remove confounding factors -- usually they are not).
p.s. Furthermore, not all questions require rigor, therefore anecdotal evidence can sometimes be useful without being rigorous. For instance I've always found Myers Briggs to be a "useful" heuristic despite not having any rigorous basis.
This is also how the science of (modern) epidemiology began.
It is a fascinating story.
Not everyone who's exposed gets infected, and most of those who do remain entirely asymptomatic. But some die. That's why this thing is so dangerous to the population as a whole.
There's endless amounts of computational fluid dynamics research being done on this. It's pretty clear that the virus particles are suspended in the air like smoke [0].
[0] https://www.sciencedirect.com/science/article/pii/S092575352...
You're right, of course, that cigarette smoke carries further and many more people will be able to smell it than there are people at risk of infection in the same situation.
I understand keeping the population subdued with circuses, but you'd think politicians would realize the gym is a positive outlet that will reduce coronavirus deaths by having a healthy population.
My gym group broke up and 1 guy became overweight. Went from a no risk Coronavirus to high risk because Politicians messed up his routine.
Depends on the restaurant. Alcohol and loud music lead to raised voices and presumably greater transmission.
Your gym population isn't going to clog up hospitals.
And we need to kill this myth that every old person lives with their kid.
Terrible Unscientific policy is causing more damage than if we did nothing.
https://www.statista.com/statistics/525353/sweden-number-of-...
The spike in deaths seen earlier this year is similar to the 2009 flu epidemic:
https://swprs.org/wp-content/uploads/2020/10/sweden-monthly-...
Its unclear whether COVID presents a mortality burden any greater than regular influenza - and whether lockdowns or restrictions are at all warranted.
257 average deaths per day in 2020 vs 252 in 2018, which was the previous record high, putting 2020 on pace to become the new high record. That assumes that deaths are evenly distributed throughout the year, which at least in the US, they are not.
An annual snapshot of "excess deaths" lead to bad intuition. A weekly snapshot is much more helpful, leads to more accurate intuition, and generally is preferred.
The second chart is from October, based on the URL, and therefore missed the large spike of deaths in November.
Incomplete data leads to bad analysis.
Weekly snapshots are too volatile. If everyone who was going to die in March dies in the first week of March, but none die in the remaining three weeks, this will show a death spike whilst the number of monthly deaths is unchanged. If someone at the end of their natural lifespan dies a few weeks earlier or later than usual, this is not a national concern.
2019 was a weak flu season.
We need to examine this data across broader time scales to avoid the hysteria we are currently experiencing.
Kevin Drum puts together a daily chart showing 7 day rolling averages deaths-per-million attributable to COVID19. Here's a recent one:
https://www.motherjones.com/wp-content/uploads/2020/12/blog_...
from:
https://www.motherjones.com/kevin-drum/2020/12/coronavirus-g...
One elderly person dying a month or two early is generally not a national concern.
Many people dying months or years early generally is.
“Those... don’t count!”
I feel like drawing the link exclusively to air flow is tenuous at best. Saying with any level certainty that they didn't contract it _elsewhere_ seems dishonest.
* Only the visitors (cases A and C) sitting in the air flow path of case B were infected with COVID-19, while other visitors (V2, V3) closer to the infector for a longer period of time but in the absence of direct air flow did not become infected. In addition, the visitors sitting at tables with cases A and C (V1, V6, and V7) were not infected with COVID-19 because they faced away from the infector’s face. These findings strongly suggest that this outbreak occurred by droplet transmission exceeding a 2 m distance and excluded contact and fomite transmission. This transmission pattern is similar with the outbreak of a restaurant with air conditioning in Guangzhou, China.21 In this article, the authors concluded that the most likely transmission was done by droplet and also emphasized the direction of air flow.*
Also they analyzed the RNA to confirm linkage.
https://jkms.org/ViewImage.php?Type=F&aid=694440&id=F3&afn=6...
If it were contact based, this would mean that at least one other in the restaurant must have contracted it that was outside of the airflow path. Since this not the case, the most likely thing is that transmission was with the airflow.
Why is it that you are so certain about this being surface based transmission?
Why would indoor dining be “safe”? Indoor anything is “unsafe”, as aerosolized transmission has been proven. Anything under a properly worn N95 doesn’t stop aerosols, and if anything will promote aerosols.
The idea that wearing a mask from the time you walk in the door to the time you sit down is somehow affecting outcomes is insane. People should know that walking into a restaurant carries some risk of infection and a mask isn’t going to change that.
> Type I, I R, II and II R face masks are medical masks tested in the direction of exhalation (inside to outside) and take into account the efficiency of bacterial filtration. Surgical masks of this type stop the wearer from infecting the surrounding environment. They are not effective at protecting the wearer from airbourne diseases such as coronavirus.
> Type IIR face masks EN14683 are medical face masks made up of a 4 ply construction that prevents large particles from reaching the patient or working surfaces. Type IIR Face masks include a splash resistant layer to protect against blood and other bodily fluids. Type IIR face masks are tested in the direction of exhalation (inside to outside) and take into account the efficiency of bacterial filtration.
They are not designed or tested to stop inhaling large droplets, nor exhaling small droplets. There is no scientific evidence they prevent the transmission of COVID and they specifically disclaim as much.
However, properly worn FFP2, FFP3, N95 and other respirator masks are effective at protecting the wearer from viral transmission. That’s just not what most people are wearing outside a health care environment. And you can’t simply take them off when you sit down.
First hit on Google:
1. https://www.dental-nursing.co.uk/news/covid-19-a-guide-to-fa...
Your mask protects me, my mask protects you.
Since you mentioned having read studies about airborne transmission and aerosols, I was hoping you could point me to one where they examined the masks and found them to be significantly worse than FFP2.
Because in this study presented, only the people in the direct path facing the infected person were infected, not everyone, so wearing even EN14683 IIR masks could seem effective.
My guess, and this of many doctors in my area, is that EN14683IIR are, in fact, enough (if properly worn etc). If that is not true, I‘d like to know - from a reputable source.
If you could get people to wear them without making people think they were a panacea then there wouldn’t be a problem (it would be a “can’t possibly hurt” situation). Unfortunately that’s not the equation that we’re faced with.
I’m sure EN14683 IIR is somewhat better than nothing, perhaps shifting the odds of infection somewhat lower depending on the circumstance. But if people slap one on and then feel they can’t be infected while standing in a room with people outside their household, that’s a mistake.
I think it’s blatantly obvious looking at flu vs. COVID numbers that it’s not that the precautions people are taking are not totally ineffective, they are just not nearly as effective as we need them to be against COVID.
Other sort of masks actually do make a dent in R0. A cloth or surgical mask doesn't provide the level of protection a N95 mask does but they do seem to provide a protection factor of 2 or 3. Nothing you could call safe but enough to reduce the R0 of the disease very significantly if everybody used them.
From a macro perspective, masks did not stop the 2nd wave in Italy and France and their mask compliance was the highest in Europe. I don’t think you can claim Italy just didn’t mask hard enough.
Flu cases, by comparison, are down something like 99% year over year. So it’s not like I’m saying masks and hand washing don’t work. They appear to work extremely well for flu, they just obviously have failed to stop COVID.
If you look at how fearful some people are to even approach someone who isn’t wearing a mask, but then immediately feel safer when the mask goes on, it’s not clear to me a better approach wouldn’t have been “masks do not work, if you don’t want COVID then do not gather inside”.
EDIT: Oh, and there are animal experiments where they put a layer of mask material between hamster cages and see if it prevents infections in the other cage.
...all of which written in the spring, when cases were declining across the northern hemisphere. Subsequently, we’ve seen cases go up around the world, and it doesn’t seem to matter much if they have mask mandates, high self-reported mask compliance, or not.
This guy has amassed a huge collection of plots documenting the lack of impact of mask laws on outcomes:
Indoor dining is definitely a terrible idea, but if it's large droplets and not aerosols then you should be much better off with indoor activities where you can wear a mask.