Federico Andres Lois Profile picture
Sep 25, 2020 20 tweets 5 min read Read on X
[1/n] Preparing everything to respond to the question: "Under our isolation epidemic model. Is it possible to correct government policy mismanagement starting at the end of July in 90 days for Madrid, Catalunya and a few other cities?" What do you think? Answers in an hour or so.
[2/n] For those that are new to this thread, you can prepare and hone your skills in modeling with the Harmless Virus Game:
[3/n] And the more difficult but also important for this new thread "The Vaccine Gamble" game:
[4/n] Here we go.. Let's start modeling Madrid, shall we? This is how we expect it to look like if we guide ourselves with the news. Lockdowns start, but young people will rebel to it causing a milder outcome.
[5/n] If the current course of action is maintained. They will have masks on, but at the same time, people are not enforcing them within their bubbles (like it happens in Buenos Aires). No freaking out when you have 50 deaths per day in Madrid.
[6/n] We showed before that Madrid is suboptimal against the vaccine gamble. But let's explain a few other features that a particular graph is telling us (which may not be evident at first sight).
[7/n] That means that no matter what you do if you didn't start optimal all the deaths you accrued are your new baseline. Future trajectories are tainted by your decisions (sound about like life). So we have a few 90-days options.
[8/n] Why do you think the green trajectory is so different between moderate and Sweden like restrictions to vulnerable?
[9/n] As you can see, all of the above. You need lesser interaction between the groups, less isolation on healthy would lead to faster spread on the healthy denying reservoirs.
[10/n] Trick question: Would any of the following optimum strategies be attainable in an ethical way without asking the healthy for help?
[11/n] Why is this question important? Mainly because the government has pushed Madrid into a situation where the only optimal strategies left are based on 'negative isolation' of the healthy. Has anyone said COVID-cruisers or COVID-parties were inherently bad? The counterexample
The problem is that to be able to equalize the scales the spreading pattern has to be so biased toward having a higher than native R0 for the healthy. That effectively is a non-solution. Do you think we could do it for 180 days?
[13/n] We can in 180, if and only if, the vulnerable are willing to sustain yet another 180 days of mitigations while all the rest do whatever they please. And even in that case is not guaranteed, because of fear healthy may not like to go out.
[14/n] How about Catalunya? It has sort of the same restrictions that Madrid had. Would they be able to pull it out?
[15/n] Interestingly enough, if you look closely the vaccine gamble is still a go until the end of October. Realistically, given the assumptions, it is still a no. They can't win, but at least they have a probable ethical area with an expected outcome that is not that bad.
[16/n] How about Stockholm? Can we beat "A Tegnell" somehow?
[17/n] Well if you think that you probably would require to mitigate until August 2021 and have a vaccine by then. Nahhh, I would claim that if our model is correct, he WON.
[18/n] Now this opens a few questions. If trajectories are so sensitive to what the government mandates. Shouldn't the government be liable for damages if their policies would harm a vulnerable which was expected to be very careful?
[19/n] Yes, it can be calculated. And more, the results don't look so good for the governments that decide to follow suboptimal paths if put on trial. We will talk about it someday. /END
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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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