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<title>The Marginal Effects Zoo (0.15.1) - 22&nbsp; Alternative Software</title>
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<title>The Marginal Effects Zoo (0.15.0) - 8&nbsp; Bayes</title>
<title>The Marginal Effects Zoo (0.15.1) - 8&nbsp; Bayes</title>
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<span> by <span class="op">=</span> <span class="st">"x"</span><span class="op">)</span></span>
<span><span class="co">#&gt; </span></span>
<span><span class="co">#&gt; x Estimate 2.5 % 97.5 %</span></span>
<span><span class="co">#&gt; 0 0.454 0.339 0.567</span></span>
<span><span class="co">#&gt; 1 0.553 0.433 0.667</span></span>
<span><span class="co">#&gt; 0 0.452 0.339 0.564</span></span>
<span><span class="co">#&gt; 1 0.551 0.431 0.660</span></span>
<span><span class="co">#&gt; </span></span>
<span><span class="co">#&gt; Columns: x, estimate, conf.low, conf.high </span></span>
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<span> sample_new_levels <span class="op">=</span> <span class="st">"gaussian"</span><span class="op">)</span></span>
<span><span class="co">#&gt; </span></span>
<span><span class="co">#&gt; Term Contrast Estimate 2.5 % 97.5 %</span></span>
<span><span class="co">#&gt; x 1 - 0 0.096 0.0471 0.161</span></span>
<span><span class="co">#&gt; x 1 - 0 0.0968 0.0484 0.161</span></span>
<span><span class="co">#&gt; </span></span>
<span><span class="co">#&gt; Columns: term, contrast, estimate, conf.low, conf.high </span></span>
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<span> effects <span class="op">=</span> <span class="st">"integrateoutRE"</span><span class="op">)</span></span>
<span><span class="va">bm</span><span class="op">$</span><span class="va">ContrastSummary</span> <span class="op">|&gt;</span> <span class="fu"><a href="https://rdrr.io/r/base/data.frame.html">data.frame</a></span><span class="op">(</span><span class="op">)</span></span>
<span><span class="co">#&gt; M Mdn LL UL PercentROPE PercentMID CI CIType ROPE MID Label</span></span>
<span><span class="co">#&gt; 1 0.09920292 0.09745593 0.04806257 0.1629364 NA NA 0.95 ETI &lt;NA&gt; &lt;NA&gt; AME x</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<span><span class="co">#&gt; 1 0.09850989 0.09628107 0.04727819 0.1630572 NA NA 0.95 ETI &lt;NA&gt; &lt;NA&gt; AME x</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<p>See the <a href="alternative_software.html">alternative software vignette</a> for more information on <code>brmsmargins</code>.</p>
</section></section><section id="multinomial-logit" class="level2" data-number="8.3"><h2 data-number="8.3" class="anchored" data-anchor-id="multinomial-logit">
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<span class="header-section-number">15.1.2</span> Evaluating Effects From The Model Summary</h3>
<p>Since this model is fairly simple the estimated differences between any of the four possible combinations of <code>vs</code> and <code>am</code> can be read from the regression table, which we create using the <code>modelsummary</code> package:</p>
<div class="cell">
<div class="sourceCode" id="cb3"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="fu"><a href="https://modelsummary.com/reference/modelsummary.html">modelsummary</a></span><span class="op">(</span><span class="va">fit</span>, gof_map <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span><span class="op">(</span><span class="st">"r.squared"</span>, <span class="st">"nobs"</span><span class="op">)</span><span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="sourceCode" id="cb3"><pre class="downlit sourceCode r code-with-copy"><code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/pkg/modelsummary/man/modelsummary.html">modelsummary</a></span><span class="op">(</span><span class="va">fit</span>, gof_map <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span><span class="op">(</span><span class="st">"r.squared"</span>, <span class="st">"nobs"</span><span class="op">)</span><span class="op">)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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