<div dir="ltr">Also here&#39;s a recent Sep 22 IEEE Spectrum with our friend Mikhail Pokopenko featured on ABM approaches later in the article<br><br>&quot;Why Modeling the Spread of COVID-19 Is So Damn Hard&quot;<br><a href="https://spectrum.ieee.org/artificial-intelligence/medical-ai/why-modeling-the-spread-of-covid19-is-so-damn-hard">https://spectrum.ieee.org/artificial-intelligence/medical-ai/why-modeling-the-spread-of-covid19-is-so-damn-hard</a><div><br></div><div><br clear="all"><div><div dir="ltr" class="gmail_signature" data-smartmail="gmail_signature"><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr">_______________________________________________________________________<br><a href="mailto:stephen.guerin@simtable.com" target="_blank">Stephen.Guerin@Simtable.com</a><div>CEO, Simtable  <a href="http://www.simtable.com/" target="_blank">http://www.simtable.com</a><br><div>1600 Lena St #D1, Santa Fe, NM 87505<div><div>office: (505)995-0206 <span style="font-size:12.8px">mobile: (505)577-5828</span></div><div><span style="font-size:12.8px">twitter: @simtable</span></div><div><span style="font-size:12.8px"><a href="http://zoom.com/j/5055775828" target="_blank">z</a><a href="http://oom.simtable.com" target="_blank">oom.simtable.com</a></span></div><div></div></div></div></div></div></div></div></div></div></div></div><br></div></div><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">On Wed, Oct 14, 2020 at 11:11 AM Steve Smith &lt;<a href="mailto:sasmyth@swcp.com">sasmyth@swcp.com</a>&gt; wrote:<br></div><blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex">
  
    
  
  <div>
    <p>Tentative answer to my own question:</p>
    <p><a href="https://onlinelibrary.wiley.com/doi/full/10.1002/ajhb.23512" target="_blank">https://onlinelibrary.wiley.com/doi/full/10.1002/ajhb.23512</a></p>
    <p><br>
    </p>
    <div>On 10/14/20 10:09 AM, Steve Smith
      wrote:<br>
    </div>
    <blockquote type="cite">
      
      <p>Cody -</p>
      <p>Thanks for the nod... though I&#39;m less confident in this
        prediction today than I was back in April... though it is
        interesting to be reminded of what I was thinking (or at least
        saying) back then!</p>
      <p>I think there is a lot more interstate mixing than I imagined
        would result.  The mass attendance at Sturgis is a strong
        example of gather/scatter with no significant
        contact-tracing...   the few attendees in my larger circle only
        report: &quot;I was there all week and there were no outbreaks while
        I was there... see!  I tole&#39;ya it was a Democrat Hoax!&quot;.    I
        think the &quot;return to college&quot; is maybe providing some mixing as
        well, though I think it is better than the post Spring
        Break/Mardi Gras 2020 moments.</p>
      <p>I haven&#39;t followed up enough on the modeling referenced back
        then to have even the most general idea of how significant the
        differing implied levels of herd-immunity might be.   I remember
        when some of the early broad testing (e.g. whole communities)
        began and there was evidence of more widespread (asymptomatic)
        infection (via anti-body detection) and I thought we might
        actually be able to establish a meaningful level of &quot;herd
        immunity&quot;.    Also the &quot;experiment&quot; that is Sweden seems
        somewhat ambiguous... <br>
      </p>
      <p>I&#39;m wondering if anyone here with more hands-on experience with
        network transmission models has thoughts/opinions/ideas on what
        &quot;herd immunity&quot; means in the context of shifting the shifting
        valencies as individuals limit the number (and significance) of
        interactions with others.   It seems that by now, there must be
        some studies/models that try to address that.   Also the
        implication of &quot;superspreader&quot; events, and what actually
        characterizes such?</p>
      <p>- Steve<br>
      </p>
      <div>On 10/14/20 9:28 AM, cody dooderson
        wrote:<br>
      </div>
      <blockquote type="cite">
        
        <div dir="ltr">I was just looking back for a previous
          conversation about herd immunity and came across what seems to
          be an accurate prediction from Steve Smith.
          <div><br>
            <div>
              <blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex">My post-apocalyptic
                novel might include a study on this:   What if the Blue
                States mitigate hard and fast, in spite of losing the
                battle in a few states like high-density, early onset
                new york/new jersey,  and reduce deaths (including ones
                avoidable if not for overwhelming health-care) but also
                reduce herd-immunity.  And the Red States limit their
                mitigation, take a huge hit in infection and death (but
                moderated by mostly being less-dense states) but come
                out the other side with better herd-immunity.   I can
                imagine fresh border-checks (remember when every state
                border crossing had a weigh station for trucks?) to
                restrict Red Staters infecting Blue States early on,
                then later vice-versa?<br clear="all">
              </blockquote>
              <div> </div>
              <div>
                <div dir="ltr">
                  <div dir="ltr">Cody Smith</div>
                </div>
              </div>
              <br>
            </div>
          </div>
        </div>
        <br>
        <div class="gmail_quote">
          <div dir="ltr" class="gmail_attr">On Sat, Apr 4, 2020 at 3:46
            PM Steven A Smith &lt;<a href="mailto:sasmyth@swcp.com" target="_blank">sasmyth@swcp.com</a>&gt; wrote:<br>
          </div>
          <blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex">
            <div>
              <p>I&#39;m sure many have seen this... if not scroll to the
                bottom for the JS model (you can download/inspect/modify
                the code if you like)...   It doesn&#39;t stop at SIR but
                adds H(ospitalization) and D(eath)...   and is
                parameterized with sliders.<br>
              </p>
              <p><a href="https://www.nytimes.com/interactive/2020/03/25/opinion/coronavirus-trump-reopen-america.html" target="_blank">   
https://www.nytimes.com/interactive/2020/03/25/opinion/coronavirus-trump-reopen-america.html</a></p>
              <p>And the JS (warning,huge with lots of
                device/browser-specific cruft):<br>
              </p>
              <p><a href="https://static01.nyt.com/newsgraphics/2020/03/16/opinion-coronavirus-model-2/d268775237c095931fe2fae6015c568c0011fd76/build/js/main.js" target="_blank">   
https://static01.nyt.com/newsgraphics/2020/03/16/opinion-coronavirus-model-2/d268775237c095931fe2fae6015c568c0011fd76/build/js/main.js</a></p>
              <p>I don&#39;t feel comfortable having a strong opinion about
                this beyond echoing what THIS article says about the
                risk of quick mitigation followed by return-to-normal
                *without* establishing significant herd-immunity.   This
                author refers to it as &quot;hiding infections in the future&quot;
                and makes a good point about staving off infection too
                well for too long and getting hit hard next &quot;cold and
                flu&quot; season IF we haven&#39;t established good treatment,
                increased health care capacity, and/or effective
                vaccines.<br>
              </p>
              <p><a href="https://medium.com/@wpegden/a-call-to-honesty-in-pandemic-modeling-5c156686a64b" target="_blank">   
https://medium.com/@wpegden/a-call-to-honesty-in-pandemic-modeling-5c156686a64b</a></p>
              <p>For better or worse, other countries are trying
                different mixtures and styles of mitigation and have
                different levels of health-care capacity and ability to
                location-track and shut down mobility.</p>
              <p>While many criticize (or defend) the lax or laggy
                response of many Red States, this provides yet another
                diversity/ensemble study for the ultimate &quot;model&quot; of
                all... in this case, the territory IS the territory, the
                population IS one big fat analog computer for
                calculating the pandemic (the answer to which, is
                naturally 42).   <br>
              </p>
              <p> Of course, &quot;scofflaw&quot; communities like the
                spring-break youth, the evangelical churches, and states
                like Georgia with governers who say &quot;we didn&#39;t know that
                people without symptoms could be infectious until 24
                hours ago!&quot; represent a reservoir for exposure if they
                continue to mix, but might end up being a source of
                virus resistant.   <br>
              </p>
              <p><a href="https://www.motherjones.com/coronavirus-updates/2020/04/coronavirus-state-social-distancing-policy/" target="_blank">https://www.motherjones.com/coronavirus-updates/2020/04/coronavirus-state-social-distancing-policy/</a></p>
              <p><a href="https://faculty.washington.edu/cadolph/papers/AABFW2020.pdf?fbclid=IwAR09JwtQzEkerOGiRXxaiptbyDqGZZ7_7Ullg7UX9qtVDFWumdKZGF8WOzY" target="_blank">https://faculty.washington.edu/cadolph/papers/AABFW2020.pdf?fbclid=IwAR09JwtQzEkerOGiRXxaiptbyDqGZZ7_7Ullg7UX9qtVDFWumdKZGF8WOzY</a></p>
              <p><br>
              </p>
              <p>My post-apocalyptic novel might include a study on
                this:   What if the Blue States mitigate hard and fast,
                in spite of losing the battle in a few states like
                high-density, early onset new york/new jersey,  and
                reduce deaths (including ones avoidable if not for
                overwhelming health-care) but also reduce
                herd-immunity.  And the Red States limit their
                mitigation, take a huge hit in infection and death (but
                moderated by mostly being less-dense states) but come
                out the other side with better herd-immunity.   I can
                imagine fresh border-checks (remember when every state
                border crossing had a weigh station for trucks?) to
                restrict Red Staters infecting Blue States early on,
                then later vice-versa?   Seems like the ongoing
                extraction economy in (mostly Red States) is pretty
                social-distancy while the more service economy of Blue
                States is at risk... though professional and even office
                work is nominally quite easily social-disanced.<br>
              </p>
              <p>Mumble,</p>
              <p> - Steve<br>
              </p>
              <p><br>
              </p>
            </div>
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