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#thinkaloud

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Nick Byrd, Ph.D.<p>How do <a href="https://nerdculture.de/tags/pharmacists" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>pharmacists</span></a> think about <a href="https://nerdculture.de/tags/prescription" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>prescription</span></a> checking?</p><p>This <a href="https://nerdculture.de/tags/thinkAloud" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>thinkAloud</span></a> study recorded their thoughts as they checked!</p><p>The default strategy was pattern matching, with more reflective thinking in atypical situations.</p><p><a href="https://doi.org/10.1016/j.rcsop.2025.100569" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">doi.org/10.1016/j.rcsop.2025.1</span><span class="invisible">00569</span></a></p><p><a href="https://nerdculture.de/tags/medicine" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>medicine</span></a> <a href="https://nerdculture.de/tags/cogSci" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>cogSci</span></a> <a href="https://nerdculture.de/tags/metacognition" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>metacognition</span></a></p>
Nick Byrd, Ph.D.<p>Can we think aloud without disrupting stream of <a href="https://nerdculture.de/tags/consciousness" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>consciousness</span></a>?</p><p>Two studies (Ns &gt; 100) extended our results suggesting that we can — this time for DOZENS of aspects of thought!</p><p>Scientists are running out of good reasons to not use <a href="https://nerdculture.de/tags/thinkAloud" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>thinkAloud</span></a> protocols: <a href="https://doi.org/10.1016/j.concog.2025.103815" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">doi.org/10.1016/j.concog.2025.</span><span class="invisible">103815</span></a></p>
Nick Byrd, Ph.D.<p>What else can <a href="https://nerdculture.de/tags/psychology" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>psychology</span></a>'s <a href="https://nerdculture.de/tags/thinkAloud" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>thinkAloud</span></a> studies do? Design <a href="https://nerdculture.de/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a>!</p><p>Recording people think out loud inspired distinctions between three different types of questions: surface, testing, and deep.</p><p>So they made a series of modules (QASA) corresponding to each type: associative selection, rationale generation, and systematic composition.</p><p>The results? QASA "outperform[ed] the state-of-the-art <a href="https://nerdculture.de/tags/InstructGPT" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>InstructGPT</span></a> by a big margin."</p><p><a href="https://openreview.net/forum?id=5ud0h8OXwD" rel="nofollow noopener" target="_blank"><span class="invisible">https://</span><span class="ellipsis">openreview.net/forum?id=5ud0h8</span><span class="invisible">OXwD</span></a></p><p><a href="https://nerdculture.de/tags/ML" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ML</span></a> <a href="https://nerdculture.de/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLM</span></a> <a href="https://nerdculture.de/tags/processTracing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>processTracing</span></a> <a href="https://nerdculture.de/tags/computerScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>computerScience</span></a> <a href="https://nerdculture.de/tags/cogSci" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>cogSci</span></a></p>
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