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    <title>topic How do I interpret type 3 tests of mixed effects? (with photo) in Statistical Procedures</title>
    <link>https://communities.sas.com/t5/Statistical-Procedures/How-do-I-interpret-type-3-tests-of-mixed-effects-with-photo/m-p/447987#M23432</link>
    <description>&lt;P&gt;How do I interpret the following?&lt;/P&gt;&lt;P&gt;I know that because of the significant interaction, I shouldn't interpret lower order terms.&amp;nbsp;&lt;/P&gt;&lt;P&gt;What is the significant interaction telling me? And if it weren't significant, what would the lower order terms tell me? That there's a difference between groups?&lt;/P&gt;&lt;P&gt;New to SAS and kind of new to stats - I appreciate the help!&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Untitled.png" style="width: 559px;"&gt;&lt;img src="https://communities.sas.com/t5/image/serverpage/image-id/19391iCFB4C154CE20BCED/image-size/large?v=v2&amp;amp;px=999" role="button" title="Untitled.png" alt="Untitled.png" /&gt;&lt;/span&gt;&lt;/P&gt;</description>
    <pubDate>Thu, 22 Mar 2018 22:19:34 GMT</pubDate>
    <dc:creator>Angmar</dc:creator>
    <dc:date>2018-03-22T22:19:34Z</dc:date>
    <item>
      <title>How do I interpret type 3 tests of mixed effects? (with photo)</title>
      <link>https://communities.sas.com/t5/Statistical-Procedures/How-do-I-interpret-type-3-tests-of-mixed-effects-with-photo/m-p/447987#M23432</link>
      <description>&lt;P&gt;How do I interpret the following?&lt;/P&gt;&lt;P&gt;I know that because of the significant interaction, I shouldn't interpret lower order terms.&amp;nbsp;&lt;/P&gt;&lt;P&gt;What is the significant interaction telling me? And if it weren't significant, what would the lower order terms tell me? That there's a difference between groups?&lt;/P&gt;&lt;P&gt;New to SAS and kind of new to stats - I appreciate the help!&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;span class="lia-inline-image-display-wrapper lia-image-align-inline" image-alt="Untitled.png" style="width: 559px;"&gt;&lt;img src="https://communities.sas.com/t5/image/serverpage/image-id/19391iCFB4C154CE20BCED/image-size/large?v=v2&amp;amp;px=999" role="button" title="Untitled.png" alt="Untitled.png" /&gt;&lt;/span&gt;&lt;/P&gt;</description>
      <pubDate>Thu, 22 Mar 2018 22:19:34 GMT</pubDate>
      <guid>https://communities.sas.com/t5/Statistical-Procedures/How-do-I-interpret-type-3-tests-of-mixed-effects-with-photo/m-p/447987#M23432</guid>
      <dc:creator>Angmar</dc:creator>
      <dc:date>2018-03-22T22:19:34Z</dc:date>
    </item>
    <item>
      <title>Re: How do I interpret type 3 tests of mixed effects? (with photo)</title>
      <link>https://communities.sas.com/t5/Statistical-Procedures/How-do-I-interpret-type-3-tests-of-mixed-effects-with-photo/m-p/448803#M23464</link>
      <description>&lt;P&gt;The interaction indicates only that differences among the 3 DRUGs are not the same at all 7 TIMEHRs. It does not tell you anything about how or which means are different; you have to use post-hoc testing to sort that out. With a 3 x 7 factorial, the post-hoc testing is complex and (in my opinion) should be guided by the context of your study.&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;I would start by plotting the estimates of the interaction means. But then you'll need to learn a lot more about interpretation of ANOVA both with and without interaction. The topic is too complicated to address adequately in this Community forum. Good luck!&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;
&lt;P&gt;&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Mon, 26 Mar 2018 20:34:38 GMT</pubDate>
      <guid>https://communities.sas.com/t5/Statistical-Procedures/How-do-I-interpret-type-3-tests-of-mixed-effects-with-photo/m-p/448803#M23464</guid>
      <dc:creator>sld</dc:creator>
      <dc:date>2018-03-26T20:34:38Z</dc:date>
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