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        <datestamp>2026-09-16T17:34:11Z</datestamp>
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          <dc:title>Table 1 - &lt;p&gt;A practical risk framework for large language model use in life science research&lt;/p&gt;</dc:title>
          <dc:creator>Thomas Sharpton (6262145)</dc:creator>
          <dc:creator>Edward W. Davis II (7460450)</dc:creator>
          <dc:creator>Alexandra Alexiev (11301879)</dc:creator>
          <dc:subject>Medicine</dc:subject>
          <dc:subject>Molecular Biology</dc:subject>
          <dc:subject>Biotechnology</dc:subject>
          <dc:subject>Biological Sciences not elsewhere classified</dc:subject>
          <dc:subject>Science Policy</dc:subject>
          <dc:subject>source repository (&lt;</dc:subject>
          <dc:subject>separate topics rather</dc:subject>
          <dc:subject>llm architecture produces</dc:subject>
          <dc:subject>life science researchers</dc:subject>
          <dc:subject>large language models</dc:subject>
          <dc:subject>including literature synthesis</dc:subject>
          <dc:subject>effective prompt design</dc:subject>
          <dc:subject>common research tasks</dc:subject>
          <dc:subject>life science workflows</dc:subject>
          <dc:subject>risk across dimensions</dc:subject>
          <dc:subject>help researchers use</dc:subject>
          <dc:subject>div &gt;&lt; p</dc:subject>
          <dc:subject>practical risk framework</dc:subject>
          <dc:subject>structured framework</dc:subject>
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          <dc:subject>responsible use</dc:subject>
          <dc:subject>immediate use</dc:subject>
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          <dc:subject>documentation practices</dc:subject>
          <dc:subject>companion open</dc:subject>
          <dc:subject>code generation</dc:subject>
          <dc:subject>characteristic failures</dc:subject>
          <dc:subject>administrative work</dc:subject>
          <dc:description>&lt;p&gt;Summary of prompting techniques discussed in Section &lt;a href="http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.1014776#sec003" target="_blank"&gt;3&lt;/a&gt; and &lt;a href="http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.1014776#pcbi.1014776.s002" target="_blank"&gt;S2 File&lt;/a&gt;. For each technique, the table provides a brief definition, guidance on when it is most useful, and a reference to extended discussion. Techniques are organized from core prompt components through advanced methods.&lt;/p&gt;</dc:description>
          <dc:date>2026-09-16T17:34:00Z</dc:date>
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          <dc:type>Dataset</dc:type>
          <dc:identifier>10.1371/journal.pcbi.1014776.t001</dc:identifier>
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