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    <fireside:genDate>Wed, 06 May 2026 11:09:25 -0500</fireside:genDate>
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    <title>Two Psychologists Four Beers - Episodes Tagged with “Meta Science”</title>
    <link>https://www.fourbeers.com/tags/meta-science</link>
    <pubDate>Sat, 10 Jan 2026 11:15:00 -0500</pubDate>
    <description>Two psychologists endeavor to drink four beers while discussing news and controversies in science, academia, and beyond.
</description>
    <language>en-us</language>
    <itunes:type>episodic</itunes:type>
    <itunes:subtitle></itunes:subtitle>
    <itunes:author>Yoel Inbar, Michael Inzlicht, and Alexa Tullett</itunes:author>
    <itunes:summary>Two psychologists endeavor to drink four beers while discussing news and controversies in science, academia, and beyond.
</itunes:summary>
    <itunes:image href="https://media24.fireside.fm/file/fireside-images-2024/podcasts/images/6/69da8ae3-a19e-41ed-a678-0e145a936a3f/cover.jpg?v=3"/>
    <itunes:explicit>yes</itunes:explicit>
    <itunes:keywords>psychology, beer, academia, science, controversy</itunes:keywords>
    <itunes:owner>
      <itunes:name>Yoel Inbar, Michael Inzlicht, and Alexa Tullett</itunes:name>
      <itunes:email>fourbeerspod@gmail.com</itunes:email>
    </itunes:owner>
<itunes:category text="Science">
  <itunes:category text="Social Sciences"/>
</itunes:category>
<itunes:category text="Society &amp; Culture"/>
<itunes:category text="Science">
  <itunes:category text="Life Sciences"/>
</itunes:category>
<item>
  <title>Episode 126: Using AI to Improve Science (with Paul Litvak)</title>
  <link>https://www.fourbeers.com/126</link>
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  <pubDate>Sat, 10 Jan 2026 11:15:00 -0500</pubDate>
  <author>Yoel Inbar, Michael Inzlicht, and Alexa Tullett</author>
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  <itunes:episode>126</itunes:episode>
  <itunes:title>Using AI to Improve Science (with Paul Litvak)</itunes:title>
  <itunes:episodeType>full</itunes:episodeType>
  <itunes:author>Yoel Inbar, Michael Inzlicht, and Alexa Tullett</itunes:author>
  <itunes:subtitle>Paul Litvak joins the show to talk about how AI tools can help us measure research quality and assess evidence in the scientific literature. His first project is a way to extract test statistics and p-values from papers automatically, with no manual coding needed. We also talk about legendary researcher Robin Dawes (for whom Paul's non-profit is named) and Paul's exit from academia. Plus, Yoel reveals a shameful secret about his use of AI.</itunes:subtitle>
  <itunes:duration>1:14:33</itunes:duration>
  <itunes:explicit>yes</itunes:explicit>
  <itunes:image href="https://media24.fireside.fm/file/fireside-images-2024/podcasts/images/6/69da8ae3-a19e-41ed-a678-0e145a936a3f/cover.jpg?v=3"/>
  <description>&lt;p&gt;Paul Litvak joins the show to talk about how AI tools can help us measure research quality and assess evidence in the scientific literature. His first project is a way to extract test statistics and p-values from papers automatically, with no manual coding needed. We also talk about Paul's non-profit dedicated to improving the reliability of scientific research, the legendary judgment and decision making scholar Robin Dawes (whose entirely algorithmic approach to graduate student selection once went terribly awry), and Paul's exit from academia. Plus, Yoel reveals a shameful secret about his use of AI. Special Guest: Paul Litvak.&lt;/p&gt;
</description>
  <itunes:keywords>AI, p-curve, Robin Dawes, meta-science</itunes:keywords>
  <content:encoded>
    <![CDATA[<p>Paul Litvak joins the show to talk about how AI tools can help us measure research quality and assess evidence in the scientific literature. His first project is a way to extract test statistics and p-values from papers automatically, with no manual coding needed. We also talk about Paul&#39;s non-profit dedicated to improving the reliability of scientific research, the legendary judgment and decision making scholar Robin Dawes (whose entirely algorithmic approach to graduate student selection once went terribly awry), and Paul&#39;s exit from academia. Plus, Yoel reveals a shameful secret about his use of AI.</p><p>Special Guest: Paul Litvak.</p><p>Links:</p><ul><li><a title="What If Everyone Knew Which Science to Trust?" rel="nofollow" href="https://www.paullitvak.com/p/what-if-everyone-knew-which-science">What If Everyone Knew Which Science to Trust?</a></li><li><a title="evidence.guide" rel="nofollow" href="https://evidence.guide/">evidence.guide</a></li><li><a title="The Robyn Dawes Institute for the Improvement of Science" rel="nofollow" href="https://dawes.institute/">The Robyn Dawes Institute for the Improvement of Science</a></li><li><a title="Why are so many professors conservative? - by Paul Bloom" rel="nofollow" href="https://smallpotatoes.paulbloom.net/p/why-are-so-many-professors-conservative">Why are so many professors conservative? - by Paul Bloom</a></li><li><a title="Science is a strong-link problem - by Adam Mastroianni" rel="nofollow" href="https://www.experimental-history.com/p/science-is-a-strong-link-problem">Science is a strong-link problem - by Adam Mastroianni</a></li></ul>]]>
  </content:encoded>
  <itunes:summary>
    <![CDATA[<p>Paul Litvak joins the show to talk about how AI tools can help us measure research quality and assess evidence in the scientific literature. His first project is a way to extract test statistics and p-values from papers automatically, with no manual coding needed. We also talk about Paul&#39;s non-profit dedicated to improving the reliability of scientific research, the legendary judgment and decision making scholar Robin Dawes (whose entirely algorithmic approach to graduate student selection once went terribly awry), and Paul&#39;s exit from academia. Plus, Yoel reveals a shameful secret about his use of AI.</p><p>Special Guest: Paul Litvak.</p><p>Links:</p><ul><li><a title="What If Everyone Knew Which Science to Trust?" rel="nofollow" href="https://www.paullitvak.com/p/what-if-everyone-knew-which-science">What If Everyone Knew Which Science to Trust?</a></li><li><a title="evidence.guide" rel="nofollow" href="https://evidence.guide/">evidence.guide</a></li><li><a title="The Robyn Dawes Institute for the Improvement of Science" rel="nofollow" href="https://dawes.institute/">The Robyn Dawes Institute for the Improvement of Science</a></li><li><a title="Why are so many professors conservative? - by Paul Bloom" rel="nofollow" href="https://smallpotatoes.paulbloom.net/p/why-are-so-many-professors-conservative">Why are so many professors conservative? - by Paul Bloom</a></li><li><a title="Science is a strong-link problem - by Adam Mastroianni" rel="nofollow" href="https://www.experimental-history.com/p/science-is-a-strong-link-problem">Science is a strong-link problem - by Adam Mastroianni</a></li></ul>]]>
  </itunes:summary>
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<item>
  <title>Episode 28: Better Advice (with Alexa Tullett)</title>
  <link>https://www.fourbeers.com/28</link>
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  <pubDate>Wed, 21 Aug 2019 05:00:00 -0400</pubDate>
  <author>Yoel Inbar, Michael Inzlicht, and Alexa Tullett</author>
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  <itunes:episode>28</itunes:episode>
  <itunes:title>Better Advice (with Alexa Tullett)</itunes:title>
  <itunes:episodeType>full</itunes:episodeType>
  <itunes:author>Yoel Inbar, Michael Inzlicht, and Alexa Tullett</itunes:author>
  <itunes:subtitle>Yoel and Mickey welcome Alexa Tullett from the University of Alabama to the podcast. Co-host of The Black Goat podcast and board member of the Society for the Improvement of Psychological Science (SIPS), Alexa talks about early career research, work-life balance, and starting the OG psychology podcast.</itunes:subtitle>
  <itunes:duration>1:05:14</itunes:duration>
  <itunes:explicit>yes</itunes:explicit>
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  <description>&lt;p&gt;Yoel and Mickey welcome Associate Professor of Psychology, Alexa Tullett from the University of Alabama to the podcast. Co-host of The Black Goat podcast and board member of the Society for the Improvement of Psychological Science (SIPS), Alexa talks about being a Canadian early career researcher working in the US. What research is Alexa most excited about these days? How did she become interested in meta science? What advice would she give to non-Americans thinking of working in academia in the US? How did the Black Goat podcast come about?&lt;/p&gt;

&lt;p&gt;Bonus: Follow-up on the effect of parenting on happiness. Special Guest: Alexa Tullett.&lt;/p&gt;
</description>
  <itunes:keywords>meta-science, early career researcher, Black Goat podcast, Boaty McBoatface, advice</itunes:keywords>
  <content:encoded>
    <![CDATA[<p>Yoel and Mickey welcome Associate Professor of Psychology, Alexa Tullett from the University of Alabama to the podcast. Co-host of The Black Goat podcast and board member of the Society for the Improvement of Psychological Science (SIPS), Alexa talks about being a Canadian early career researcher working in the US. What research is Alexa most excited about these days? How did she become interested in meta science? What advice would she give to non-Americans thinking of working in academia in the US? How did the Black Goat podcast come about?</p>

<p>Bonus: Follow-up on the effect of parenting on happiness.</p><p>Special Guest: Alexa Tullett.</p><p>Links:</p><ul><li><a title="Hoegaarden" rel="nofollow" href="https://hoegaarden.com/">Hoegaarden</a></li><li><a title="Boaty McBoatface wins poll to name polar research vessel | Environment | The Guardian" rel="nofollow" href="https://www.theguardian.com/environment/2016/apr/17/boaty-mcboatface-wins-poll-to-name-polar-research-vessel">Boaty McBoatface wins poll to name polar research vessel | Environment | The Guardian</a></li><li><a title="Break Music: Psapp - Marshrat" rel="nofollow" href="https://www.youtube.com/watch?v=QX641XuJlsU">Break Music: Psapp - Marshrat</a></li><li><a title="The Black Goat podcast" rel="nofollow" href="https://www.theblackgoatpodcast.com/about/">The Black Goat podcast</a></li><li><a title="The Compleat Academic: A career Guide" rel="nofollow" href="https://www.amazon.com/Compleat-Academic-Career-Guide/dp/1591470358">The Compleat Academic: A career Guide</a></li><li><a title="The Pains and Pleasures of Parenting: When, Why, and How Is Parenthood Associated With More or Less Well-Being?" rel="nofollow" href="http://sonjalyubomirsky.com/files/2012/09/Nelson-Kushlev-Lyubomirsky-in-press1.pdf">The Pains and Pleasures of Parenting: When, Why, and How Is Parenthood Associated With More or Less Well-Being?</a></li><li><a title="A Reassessment of the Defense of Parenthood - Saurabh Bhargava, Karim S. Kassam, George Loewenstein, 2014" rel="nofollow" href="https://journals.sagepub.com/doi/10.1177/0956797613503348?icid=int.sj-related-articles.similar-articles.4">A Reassessment of the Defense of Parenthood - Saurabh Bhargava, Karim S. Kassam, George Loewenstein, 2014</a></li><li><a title="Parents Are Slightly Happier Than Nonparents, but Causality Still Cannot Be Inferred: A Reply to Bhargava, Kassam, and Loewenstein (2014) - S. Katherine Nelson, Kostadin Kushlev, Elizabeth W. Dunn, Sonja Lyubomirsky, 2014" rel="nofollow" href="https://journals.sagepub.com/doi/10.1177/0956797613508561?icid=int.sj-abstract.similar-articles.1">Parents Are Slightly Happier Than Nonparents, but Causality Still Cannot Be Inferred: A Reply to Bhargava, Kassam, and Loewenstein (2014) - S. Katherine Nelson, Kostadin Kushlev, Elizabeth W. Dunn, Sonja Lyubomirsky, 2014</a></li></ul>]]>
  </content:encoded>
  <itunes:summary>
    <![CDATA[<p>Yoel and Mickey welcome Associate Professor of Psychology, Alexa Tullett from the University of Alabama to the podcast. Co-host of The Black Goat podcast and board member of the Society for the Improvement of Psychological Science (SIPS), Alexa talks about being a Canadian early career researcher working in the US. What research is Alexa most excited about these days? How did she become interested in meta science? What advice would she give to non-Americans thinking of working in academia in the US? How did the Black Goat podcast come about?</p>

<p>Bonus: Follow-up on the effect of parenting on happiness.</p><p>Special Guest: Alexa Tullett.</p><p>Links:</p><ul><li><a title="Hoegaarden" rel="nofollow" href="https://hoegaarden.com/">Hoegaarden</a></li><li><a title="Boaty McBoatface wins poll to name polar research vessel | Environment | The Guardian" rel="nofollow" href="https://www.theguardian.com/environment/2016/apr/17/boaty-mcboatface-wins-poll-to-name-polar-research-vessel">Boaty McBoatface wins poll to name polar research vessel | Environment | The Guardian</a></li><li><a title="Break Music: Psapp - Marshrat" rel="nofollow" href="https://www.youtube.com/watch?v=QX641XuJlsU">Break Music: Psapp - Marshrat</a></li><li><a title="The Black Goat podcast" rel="nofollow" href="https://www.theblackgoatpodcast.com/about/">The Black Goat podcast</a></li><li><a title="The Compleat Academic: A career Guide" rel="nofollow" href="https://www.amazon.com/Compleat-Academic-Career-Guide/dp/1591470358">The Compleat Academic: A career Guide</a></li><li><a title="The Pains and Pleasures of Parenting: When, Why, and How Is Parenthood Associated With More or Less Well-Being?" rel="nofollow" href="http://sonjalyubomirsky.com/files/2012/09/Nelson-Kushlev-Lyubomirsky-in-press1.pdf">The Pains and Pleasures of Parenting: When, Why, and How Is Parenthood Associated With More or Less Well-Being?</a></li><li><a title="A Reassessment of the Defense of Parenthood - Saurabh Bhargava, Karim S. Kassam, George Loewenstein, 2014" rel="nofollow" href="https://journals.sagepub.com/doi/10.1177/0956797613503348?icid=int.sj-related-articles.similar-articles.4">A Reassessment of the Defense of Parenthood - Saurabh Bhargava, Karim S. Kassam, George Loewenstein, 2014</a></li><li><a title="Parents Are Slightly Happier Than Nonparents, but Causality Still Cannot Be Inferred: A Reply to Bhargava, Kassam, and Loewenstein (2014) - S. Katherine Nelson, Kostadin Kushlev, Elizabeth W. Dunn, Sonja Lyubomirsky, 2014" rel="nofollow" href="https://journals.sagepub.com/doi/10.1177/0956797613508561?icid=int.sj-abstract.similar-articles.1">Parents Are Slightly Happier Than Nonparents, but Causality Still Cannot Be Inferred: A Reply to Bhargava, Kassam, and Loewenstein (2014) - S. Katherine Nelson, Kostadin Kushlev, Elizabeth W. Dunn, Sonja Lyubomirsky, 2014</a></li></ul>]]>
  </itunes:summary>
</item>
<item>
  <title>Episode 8: Confessions of a Science Critic (with James Heathers)</title>
  <link>https://www.fourbeers.com/8</link>
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  <pubDate>Wed, 29 Aug 2018 06:00:00 -0400</pubDate>
  <author>Yoel Inbar, Michael Inzlicht, and Alexa Tullett</author>
  <enclosure url="https://aphid.fireside.fm/d/1437767933/69da8ae3-a19e-41ed-a678-0e145a936a3f/1318124e-d805-4376-8fc4-31a5fbc19460.mp3" length="60138087" type="audio/mpeg"/>
  <itunes:episode>8</itunes:episode>
  <itunes:title>Confessions of a Science Critic (with James Heathers)</itunes:title>
  <itunes:episodeType>full</itunes:episodeType>
  <itunes:author>Yoel Inbar, Michael Inzlicht, and Alexa Tullett</itunes:author>
  <itunes:subtitle>Yoel and Mickey welcome Northeastern University research scientist and science critic James Heathers to their show. Yoel, Mickey, and James discuss science reform and the need for robust science criticism.</itunes:subtitle>
  <itunes:duration>1:02:38</itunes:duration>
  <itunes:explicit>yes</itunes:explicit>
  <itunes:image href="https://media24.fireside.fm/file/fireside-images-2024/podcasts/images/6/69da8ae3-a19e-41ed-a678-0e145a936a3f/cover.jpg?v=3"/>
  <description>&lt;p&gt;Yoel and Mickey welcome Northeastern University research scientist and science critic James Heathers to their show. Yoel, Mickey, and James discuss science reform and the need for robust science criticism. Why is it so hard for some (older) scientists to admit their mistakes? Do science critics feel empathy for the scholars they criticize? Is there a danger of science criticism going too far, even over-correcting? What exactly is Yoel drinking this episode? &lt;/p&gt;

&lt;p&gt;Bonus: James discusses his fascinating research on people who can control their goosebumps.&lt;/p&gt;

&lt;p&gt;Bonus Bonus: Yoel and Mickey submit to James's break-music request.&lt;br&gt;
 Special Guest: James Heathers.&lt;/p&gt;
</description>
  <itunes:keywords>meta-science, science reform, science criticism, data thug, empathy, zealotry, goosebumps</itunes:keywords>
  <content:encoded>
    <![CDATA[<p>Yoel and Mickey welcome Northeastern University research scientist and science critic James Heathers to their show. Yoel, Mickey, and James discuss science reform and the need for robust science criticism. Why is it so hard for some (older) scientists to admit their mistakes? Do science critics feel empathy for the scholars they criticize? Is there a danger of science criticism going too far, even over-correcting? What exactly is Yoel drinking this episode? </p>

<p>Bonus: James discusses his fascinating research on people who can control their goosebumps.</p>

<p>Bonus Bonus: Yoel and Mickey submit to James&#39;s break-music request.</p><p>Special Guest: James Heathers.</p><p>Links:</p><ul><li><a title="Molson Canadian | Premium Lager" rel="nofollow" href="http://molsoncanadian.ca/en/index">Molson Canadian | Premium Lager</a></li><li><a title="Big Cranky - Stony Creek BreweryStony Creek Brewery" rel="nofollow" href="http://stonycreekbeer.com/beers/big-cranky">Big Cranky - Stony Creek BreweryStony Creek Brewery</a></li><li><a title="Retraction Watch – Tracking retractions as a window into the scientific process" rel="nofollow" href="https://retractionwatch.com/">Retraction Watch – Tracking retractions as a window into the scientific process</a></li><li><a title="Meet the ‘data thugs’ out to expose shoddy and questionable research | Science | AAAS" rel="nofollow" href="http://www.sciencemag.org/news/2018/02/meet-data-thugs-out-expose-shoddy-and-questionable-research">Meet the ‘data thugs’ out to expose shoddy and questionable research | Science | AAAS</a></li><li><a title="Why We Find And Expose Bad Science – Medium" rel="nofollow" href="https://medium.com/@jamesheathers/why-we-find-and-expose-bad-science-e47387a0e333">Why We Find And Expose Bad Science – Medium</a> &mdash; Why We Find And Expose Bad&nbsp;Science
(It isn’t because we’re mean.)</li><li><a title="Here’s How Cornell Scientist Brian Wansink Turned Shoddy Data Into Viral Studies About How We Eat -- BuzzFeed" rel="nofollow" href="https://www.buzzfeednews.com/article/stephaniemlee/brian-wansink-cornell-p-hacking#.ysZVq1wWm">Here’s How Cornell Scientist Brian Wansink Turned Shoddy Data Into Viral Studies About How We Eat -- BuzzFeed</a> &mdash; Brian Wansink won fame, funding, and influence for his science-backed advice on healthy eating. Now, emails show how the Cornell professor and his colleagues have hacked and massaged low-quality data into headline-friendly studies to “go virally big time.”</li><li><a title="The voluntary control of piloerection [PeerJ]" rel="nofollow" href="https://peerj.com/articles/5292/">The voluntary control of piloerection [PeerJ]</a></li><li><a title="The People Who Can Control Their Goose Bumps - The Atlantic" rel="nofollow" href="https://www.theatlantic.com/health/archive/2018/03/these-people-can-control-their-goosebumps/555728/">The People Who Can Control Their Goose Bumps - The Atlantic</a> &mdash; Everyone cannot do it. But Palejko is not alone, either. He is among dozens of people that James Heathers, a postdoctoral researcher at Northeastern University, identified during and after a recent study on the phenomenon. Heathers posted a preprint—which has not yet been peer reviewed—describing 32 people who can control their goose bumps, and he’s been contacted by several others since. Many of them, like Palejko, had thought this ability was perfectly ordinary for most of their lives. Palejko told me his brother can do it, too.</li><li><a title="Creating goosebumps at will may be more interesting than it sounds | Ars Technica" rel="nofollow" href="https://arstechnica.com/science/2018/08/creating-goosebumps-at-will-may-be-more-interesting-than-it-sounds/">Creating goosebumps at will may be more interesting than it sounds | Ars Technica</a></li></ul>]]>
  </content:encoded>
  <itunes:summary>
    <![CDATA[<p>Yoel and Mickey welcome Northeastern University research scientist and science critic James Heathers to their show. Yoel, Mickey, and James discuss science reform and the need for robust science criticism. Why is it so hard for some (older) scientists to admit their mistakes? Do science critics feel empathy for the scholars they criticize? Is there a danger of science criticism going too far, even over-correcting? What exactly is Yoel drinking this episode? </p>

<p>Bonus: James discusses his fascinating research on people who can control their goosebumps.</p>

<p>Bonus Bonus: Yoel and Mickey submit to James&#39;s break-music request.</p><p>Special Guest: James Heathers.</p><p>Links:</p><ul><li><a title="Molson Canadian | Premium Lager" rel="nofollow" href="http://molsoncanadian.ca/en/index">Molson Canadian | Premium Lager</a></li><li><a title="Big Cranky - Stony Creek BreweryStony Creek Brewery" rel="nofollow" href="http://stonycreekbeer.com/beers/big-cranky">Big Cranky - Stony Creek BreweryStony Creek Brewery</a></li><li><a title="Retraction Watch – Tracking retractions as a window into the scientific process" rel="nofollow" href="https://retractionwatch.com/">Retraction Watch – Tracking retractions as a window into the scientific process</a></li><li><a title="Meet the ‘data thugs’ out to expose shoddy and questionable research | Science | AAAS" rel="nofollow" href="http://www.sciencemag.org/news/2018/02/meet-data-thugs-out-expose-shoddy-and-questionable-research">Meet the ‘data thugs’ out to expose shoddy and questionable research | Science | AAAS</a></li><li><a title="Why We Find And Expose Bad Science – Medium" rel="nofollow" href="https://medium.com/@jamesheathers/why-we-find-and-expose-bad-science-e47387a0e333">Why We Find And Expose Bad Science – Medium</a> &mdash; Why We Find And Expose Bad&nbsp;Science
(It isn’t because we’re mean.)</li><li><a title="Here’s How Cornell Scientist Brian Wansink Turned Shoddy Data Into Viral Studies About How We Eat -- BuzzFeed" rel="nofollow" href="https://www.buzzfeednews.com/article/stephaniemlee/brian-wansink-cornell-p-hacking#.ysZVq1wWm">Here’s How Cornell Scientist Brian Wansink Turned Shoddy Data Into Viral Studies About How We Eat -- BuzzFeed</a> &mdash; Brian Wansink won fame, funding, and influence for his science-backed advice on healthy eating. Now, emails show how the Cornell professor and his colleagues have hacked and massaged low-quality data into headline-friendly studies to “go virally big time.”</li><li><a title="The voluntary control of piloerection [PeerJ]" rel="nofollow" href="https://peerj.com/articles/5292/">The voluntary control of piloerection [PeerJ]</a></li><li><a title="The People Who Can Control Their Goose Bumps - The Atlantic" rel="nofollow" href="https://www.theatlantic.com/health/archive/2018/03/these-people-can-control-their-goosebumps/555728/">The People Who Can Control Their Goose Bumps - The Atlantic</a> &mdash; Everyone cannot do it. But Palejko is not alone, either. He is among dozens of people that James Heathers, a postdoctoral researcher at Northeastern University, identified during and after a recent study on the phenomenon. Heathers posted a preprint—which has not yet been peer reviewed—describing 32 people who can control their goose bumps, and he’s been contacted by several others since. Many of them, like Palejko, had thought this ability was perfectly ordinary for most of their lives. Palejko told me his brother can do it, too.</li><li><a title="Creating goosebumps at will may be more interesting than it sounds | Ars Technica" rel="nofollow" href="https://arstechnica.com/science/2018/08/creating-goosebumps-at-will-may-be-more-interesting-than-it-sounds/">Creating goosebumps at will may be more interesting than it sounds | Ars Technica</a></li></ul>]]>
  </itunes:summary>
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