An intentionally over-simplified+bad-graphics nerd-thread with irrelevant math symbols and bad hand-writing inspired by @ADPaltiel, @jasonlschwartz, Amy Zheng+@RWalensky in their recent Health Affairs piece. healthaffairs.org/doi/pdf/10.137…
Today's intentionally over-simplified+bad-graphic nerd moment seeks to explain why we must keep masking, hand-washing+distancing even after we have a good but imperfect vaccine that reduces transmission by some amount gamma--maybe 70%. Why am I using Greek letters? No idea. (2/n)
Suppose people contract COVID+randomly mix w/others lambda times/day. Each time infected+uninfected person meet, Infection is transmitted w/probability kappa. Infectedsleave the population with probability delta/day. Kappa+lambda can be reduced through distancing+masking. (3/n)
Reproduction number R0 is the number of susceptible people an infected person can be expected to infect if you dropped her to randomly mix in a totally susceptible population. In this useful toy model R0=kappa*lambda/delta. When R0<1, we say we have achieved herd immunity (4/n)
If we do the random mixing math in this toy model, it turns out that if we wait long enough, the reduction in population disease prevalence can be written as gamma/[(1-gamma)*R0] (5/n)
If gamma is close enough to 1, we can reach herd immunity. But if R0 is big, the denominator (1-gamma)*R0 is also big+dilute the intervention's long-term impact. For example if R0=10 and gamma=70%, we reduce prevalence, but only about 23 percentage points, 90% down to 67%. (6/n)
What's happening. A 70% reduction in the immediate risk of infection delays many transmission events. But the people we help remain susceptible. The intervention isn't powerful enough to really alter the fundamental ecology and many people are eventually infected. (7/n)
If we can reduce R0 from 10 to (say) 5 through masking and distancing, we would obviously have way fewer infections even before the vaccine is provided. In this case reducing steady-state prevalence from 90% to 80% without any other help. Here's what's less obvious...(8/n)
When R0=10, the vaccine reduces steady-state prevalence from 90% to 66%. When R0=5, the very same vaccine reduces steady-state prevalence from 80% all the way down to 33%. Protective measures that reduce R0 make the vaccine itself much more powerful. (9/n)
This pathetic toy model works better for harm reduction than for distinctive math of vaccines. But the underlying logic is right: Development of (imperfect) vaccines does not diminish importance of mask-wearing+other risk-reduction. These efforts are mutually reinforcing. (10/n)
Tl;dr--The moral of this horribly-written thread: Stay strong everyone. As vaccine is rolled-out, we must redouble our efforts to mask-up, stay home+physically distance. And we must continue effective risk reduction even after an effective vaccine is widely deployed. (11/n)

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More from @haroldpollack

16 Mar 19
I've been thinking lately about what makes Twitter so toxic. Aside from its obvious problems, I think we all need to rethink "dunking-on" culture. And I've come to believe that winning arguments is often over-rated in creating lasting change+political reforms. (1/n=10)
Building relationship, sharing perspectives, and genuinely listening are usually much more important than besting someone in an argument. I felt this first-hand doing GOTV in 2008, 12+16. I teach health policy. So I probably know more policy than the ambivalent voter (2/n)
who greets me at her doorstep. What would I accomplish by out-debating her about ACA or whatever? Generally nothing. Less than nothing. She'd be embarrassed+probably hardened in her perspective, only sorry that her smart cousin wasn't around, who would have really kicked (3/n)
Read 10 tweets
20 Dec 18
The NY AG suggests that the Trump Foundation is a comprehensive fraud. I fully believe this, but I am also truly puzzled. (thread). nytimes.com/2018/12/18/nyr…
I'm not surprised that the Foundation is riddled with self-dealing, hidden favoratism, and tax scams. washingtonpost.com/politics/trump…
I'm not surprised that the Foundation's main purpose other than these scams is to promote Trump himself. washingtonpost.com/news/post-poli…
Read 13 tweets
10 Jul 18
58. I share the anger that leads many of us to shun President Trump+his core political team. Let’s do so with cold civility, properly acerbic but with no profanity or screaming, let alone any form of physical intimidation.
59. We should proceed with confidence. Most Americans don’t want 5-year-olds separated from their parents at the border or millions of people to lose Medicaid. They don’t want tax cuts for the top 1%.
60. They also don’t want the Supreme Court to overrule Roe v. Wade or to protect President Trump from legal difficulty. Democrats may not be able to defeat Brett Kavanaugh’s nomination, though this provides a powerful mobilization opportunity. crooked.com/article/trump-…
Read 6 tweets
10 Jul 18
33. The President pursues many policies that hurt millions of people, often vulnerable+politically marginalized people. The Muslim ban+his cruelty towards immigrants are the most obvious examples of measures that must be strongly resisted.
34. He has key weaknesses. He is angry, nervously defensive+deeply unpopular despite a strong economy which should have boosted his fundamentals. His immigration, health+tax policies are quite unpopular outside his base. That’s one reason he lies about these policies so much.
35.He rightly perceives that he holds the official levers of the presidency, but lacks the moral+political legitimacy every one of his predecessors walked into office with. His presidency carries a huge asterisk+everyone knows it.
Read 25 tweets
10 Jul 18
25.King also knew his audience. Though he certainly hoped to change hearts, he wasn't expecting to change the hearts of Birmingham’s white elite. He was trying to defeat them. He wasn’t relying on changing the hearts of white people across the northern states.
26.The moral clarity of his cause helped, too. At some level, many white Americans understood that, even if they also nitpicked the civil rights movement’s confrontational tactics+consistently preferred the slower, less decisive+discomfiting path to dismantling official racism.
27.(King+others had markedly less success dismantling other, less bald+official forms of racism+segregation. That story haunts us to this day.) epi.org/publication/th…
Read 8 tweets
10 Jul 18
1.I have been thinking about a great Twitter exchange with @gregggonsalves+@republicofspin. I had a few thoughts for 62 lunch tweets. politico.com/magazine/story…
2.Tl;dr—Trump folk have no right to expect or demand decorousness from the rest of us. But it’s smart strategy to general accord them civility anyway.
3.Some deep issues in-play—The difference in moral obligation between nonviolence, civility+upholding the norms of democratic discourse, the meaning+boundaries of nonviolent action, the value+limitations of historical analogies to the Civil Rights era, ACT-UP, Weathermen, etc.
Read 25 tweets

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