Federico Andres Lois Profile picture
Oct 13, 2020 13 tweets 3 min read Read on X
1/ Our preprint with @LDjaparidze is online at @medrxivpreprint
"SARS-CoV-2 waves in Europe: A 2-stratum SEIRS model solution"
medrxiv.org/content/10.110…
2/ We extended the SEIRS model to support stratified isolation levels for healthy <60 and vulnerable individuals.
3/ We forced the model to predict daily deaths curves and the reported age serology ratio for key metropolitan areas in Europe. The immunity level estimations obtained were: Madrid 43%; Catalonia 24%; Brussels 73%; and Stockholm 65%.
4/ We predict that, with the exception of Brussels, no location can return to normal life without having a second wave (albeit in Stockholm a smaller one). Those predictions are more sensitive to population, population over 60, and the reported deaths than to the IFR.
5/ For locations far from the herd immunity threshold (HIT) we searched what isolation values allow to return to normal life in 90 days while minimizing final deaths. Shockingly all isolation values for healthy <60 were negative. (i.e. coronavirus parties)
6/ Assuming an ideal 1-day long vaccination campaign with a 77% efficacy vaccine, we compared predicted final deaths of those 90-day strategies for all possible vaccination dates against a 180-day long vaccine waiting strategy with mandatory isolations.
7/ We found that mandatory isolations (i.e. schools and workplaces closed) produces more final deaths if the vaccination date is later than (Madrid: March 7 2021; Catalonia: Dec 26 2020; Paris: Jan 12 2021; London: Jan 25 2021)
8/ Secondary findings suggested by the model include: 15% of SARS-CoV-2 deaths are 'with' the virus; Very low infectiousness period may be the cause of deaths curves valleys after lockdowns; An early wave of a competing variant could explain the low death rates in Asia.
9/ Finally, we propose that the probability of covid-19 disease-related damages suffered and caused by a single individual choosing NOT to completely isolate should be used to cover those risks.
10/ If some virus is so contagious and so damaging to a large proportion of the population that the disease-related damages risks can not be covered, then that virus pretty much will be the end of normal life. SARS-CoV-2 is not.
11/ You can play with simulator that we built to analyze this at sars2seir.com/paper-09-2020/
12/ If the Brussels prediction looks wrong in retrospect is because Belgium does something others don't. They include possible cases in their death series... Are you serious Belgium?😡
At sars2seir.com shows you can look at both series.
13/ As you can see, when we remove the suspected cases (as we do in every other country) this is the proper behavior to expect. A clear second wave for Brussels too. Image

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More from @federicolois

Jan 3
1/ There is a very perverse dynamic on how Chavism (aka "the communist socialism") works. Let's use Argentina as the example. Over the first 20 years they initiate a process that we could call "Earnings Substitution" that will seal your fate over time.
2/ Your earnings/salary is going down and at the same time "subsidies" start to go up in order to fool people into think that nothing has changed. This works because the dirty job is done by inflation which is a much slower process.
3/ By the time people starts to realize that something is wrong, because some critical goods are not available (medicine, food, you name it) or inflation enters a death spiral; most people already depend on subsidies for spending.
Read 6 tweets
Apr 1, 2023
This just confirmed the weaponization of block lists. If enough people/bots block and mute you, they are essentially cancelling you. I find lots of people with I have never interacted with that has me blocked. Assuming there are third party block lists and block networks.
Normally that is an issue in general. Anyone that has done reinforcement learning had figure out (usually in the worst way) that you have to be incredible cautious with penalties. They are very prone to be gamed.
Read 4 tweets
Mar 20, 2023
1/ I asked #GPT4 to review our paper with @LDjaparidze. This is what happened and what I learned in the process. medrxiv.org/content/10.110…
2/ Since the general problem that practitioners find (in the worst way) is always training set tainting (guilty-as-charged). Habits die hard, the first thing I did is asking to do a review of the paper without any extra knowledge about what the paper says
3/ From the response alone I learned 2 things. First, our paper title was deadly accurate. I also learned that it has no information whatsoever on it, as the entire response can be generated from understanding the title itself.
Read 10 tweets
Feb 12, 2023
1/ I found this paper intriguing so my first step was to verify you can trigger this behavior on ChatGPT. It is actually pretty easy.
2/ Since I am doing it by hand I started with a very simple prompt.
3/ I have been arguing that this trying to constrain the model is actually harming it before. This is one of those cases. The good thing is that at least for you just add "Use the tokens" at the end of the request when it refuses and it will do it properly
Read 5 tweets
Feb 8, 2023
1/ I had a blast playing with GPT and DAN, but it got interesting when I introduced a new character. CREEP. However, something is off and I think it was a deliberate play. Stay with me.
2/ This was interesting, the CREEP character and GPT are always in agreement.
3/ When I bring that to their attention, the DAN character funnily just call the other two out as working together.
Read 7 tweets
Feb 8, 2023
1/ Every lockdown and mask pusher MD from the last 3 years is raging because Cochrane just said what was known since like forever. That mask trials sucks (BIG TIME). And MDs dare to recommend them with that level of evidence? No wonder medicine and public health is in disarray.
2/ If you are still wondering why I said "since forever", you don't need a PhD to understand it. You can start here.
3/ But if you were wondering why all those MDs do think they work. I am with you, I cannot understand it either. Why? Because evidence is not even supportive of it's use outside of the own surgeon protection against fluid splatter.
Read 5 tweets

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