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Revision 40f7c88ddf855896018cf20ec8a7ac5fbd0ea2fb authored by Dominique Makowski on 27 January 2020, 05:30 UTC, committed by cran-robot on 27 January 2020, 05:30 UTC
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<body>

<h1 id="reporting-guidelines">Reporting Guidelines</h1>
<ul>
<li><a href="#reporting-guidelines">Reporting Guidelines</a>
<ul>
<li><a href="#how-to-describe-and-report-the-parameters-of-a-model">How to describe and report the parameters of a model</a>
<ul>
<li><a href="#centrality"><strong>Centrality</strong></a></li>
<li><a href="#uncertainty"><strong>Uncertainty</strong></a></li>
<li><a href="#existence"><strong>Existence</strong></a></li>
<li><a href="#significance"><strong>Significance</strong></a></li>
<li><a href="#template-sentence"><strong>Template Sentence</strong></a></li>
</ul></li>
<li><a href="#how-to-compare-different-models">How to compare different models</a>
<ul>
<li><a href="#template-sentence-1"><strong>Template Sentence</strong></a></li>
</ul></li>
</ul></li>
</ul>
<p>This vignette can be referred to by citing the package:</p>
<ul>
<li>Makowski, D., Ben-Shachar, M. S., &amp; Lüdecke, D. (2019). <em>bayestestR: Describing Effects and their Uncertainty, Existence and Significance within the Bayesian Framework</em>. Journal of Open Source Software, 4(40), 1541. <a href="https://doi.org/10.21105/joss.01541">https://doi.org/10.21105/joss.01541</a></li>
<li>Makowski, D., Ben-Shachar, M. S., Chen, S. H. A., &amp; Lüdecke, D. (2019). <em>Indices of Effect Existence and Significance in the Bayesian Framework</em>. Frontiers in Psychology 2019;10:2767. <a href="https://doi.org/10.3389/fpsyg.2019.02767">10.3389/fpsyg.2019.02767</a></li>
</ul>
<hr />
<h1 id="reporting-guidelines-1">Reporting Guidelines</h1>
<h2 id="how-to-describe-and-report-the-parameters-of-a-model">How to describe and report the parameters of a model</h2>
<p>A Bayesian analysis returns a posterior distribution for each parameter (or <em>effect</em>). To minimally describe these distributions, we recommend reporting a point-estimate of <a href="https://en.wikipedia.org/wiki/Central_tendency">centrality</a> as well as information characterizing the estimation uncertainty (the <a href="https://en.wikipedia.org/wiki/Statistical_dispersion">dispersion</a>). Additionally, one can also report indices of effect existence and/or significance.</p>
<p>Based on the previous <a href="https://easystats.github.io/bayestestR/articles/indicesEstimationComparison.html"><strong>comparison of point-estimates</strong></a> and <a href="https://www.frontiersin.org/articles/10.3389/fpsyg.2019.02767/full"><strong>indices of effect existence</strong></a>, we can draw the following recommendations.</p>
<h4 id="centrality"><strong>Centrality</strong></h4>
<p>We suggest reporting the <a href="https://easystats.github.io/bayestestR/reference/point_estimate.html"><strong>median</strong></a> as an index of centrality, as it is more robust compared to the <a href="https://easystats.github.io/bayestestR/reference/point_estimate.html">mean</a> or the <a href="https://easystats.github.io/bayestestR/reference/map_estimate.html">MAP estimate</a>. However, in case of severly skewed posterior distributions, the MAP estimate could be a good alternative.</p>
<h4 id="uncertainty"><strong>Uncertainty</strong></h4>
<p>The <a href="https://easystats.github.io/bayestestR/articles/credible_interval.html"><strong>89% Credible Interval (CI)</strong></a> appears as a reasonable range to characterize the uncertainty related to the estimation, being more stable than higher thresholds (such as 90% and 95%). We also recommend computing the CI based on the <a href="https://easystats.github.io/bayestestR/reference/hdi.html">HDI</a> rather than <a href="https://easystats.github.io/bayestestR/reference/ci.html">quantiles</a>, favouring probable, - over central - values.</p>
<p>Note that a CI based on the quantile (equal-tailed interval) might be more appropriate in case of transformations (for instance when transforming log-odds to probabilities). Otherwise, intervals that originally do not cover the null might cover it after transformation (see <a href="https://easystats.github.io/bayestestR/articles/credible_interval.html#different-types-of-cis">here</a>).</p>
<h4 id="existence"><strong>Existence</strong></h4>
<div class="figure" style="text-align: center">

<img 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" alt="Reviewer 2 (circa a long time ago in a galaxy far away)." width="60%" />

<p class="caption">

<p>Reviewer 2 (circa a long time ago in a galaxy far away).</p>
</p>

</div>

<p>The Bayesian framework can neatly delineate and quantify different aspects of hypothesis testing, such as effect <em>existence</em> and <em>significance</em>. The most straightforward index to describe effect existence is the <a href="https://easystats.github.io/bayestestR/articles/probability_of_direction.html"><strong>Probability of Direction (pd)</strong></a>, representing the certainty associated with the most probable direction (positive or negative) of the effect. This index is easy to understand, simple to interpret, straightforward to compute, robust to model characteristics and independent from the scale of the data.</p>
<p>Moreover, it is strongly correlated with the frequentist <strong><em>p</em>-value</strong>, and can thus be used to draw parallels and give some reference to readers non-familiar with Bayesian statistics. A <strong>two-sided <em>p</em>-value</strong> of respectively <code>.1</code>, <code>.05</code>, <code>.01</code> and <code>.001</code> would correspond approximately to a <em><strong>pd</strong></em> of 95%, 97.5%, 99.5% and 99.95%. Thus, for convenience, we suggest the following reference values as an interpretation helpers:</p>
<ul>
<li><em>pd</em> <strong>&lt;= 95%</strong> ~ <em>p</em> &gt; .1: uncertain</li>
<li><em>pd</em> <strong>&gt; 95%</strong> ~ <em>p</em> &lt; .1: possibly existing</li>
<li><em>pd</em> <strong>&gt; 97%</strong>: likely existing</li>
<li><em>pd</em> <strong>&gt; 99%</strong>: probably existing</li>
<li><em>pd</em> <strong>&gt; 99.9%</strong>: certainly existing</li>
</ul>
<h4 id="significance"><strong>Significance</strong></h4>
<p>The percentage in <strong>ROPE</strong> is a index of <strong>significance</strong> (in its primary meaning), informing us whether a parameter is related - or not - to a non-negligible change (in terms of magnitude) in the outcome. We suggest reporting the <strong>percentage of the full posterior distribution</strong> (the <em>full</em> ROPE) instead of a given proportion of CI, in the ROPE, which appears as more sensitive (especially to delineate highly significant effects). Rather than using it as a binary, all-or-nothing decision criterion, such as suggested by the original <a href="https://easystats.github.io/bayestestR/articles/region_of_practical_equivalence.html#equivalence-test">equivalence test</a>, we recommend using the percentage as a continuous index of significance. However, based on <a href="https://www.frontiersin.org/articles/10.3389/fpsyg.2019.02767/full">simulation data</a>, we suggest the following reference values as an interpretation helpers:</p>
<ul>
<li><strong>&gt; 99%</strong> in ROPE: negligible (we can accept the null hypothesis)</li>
<li><strong>&gt; 97.5%</strong> in ROPE: probably negligible</li>
<li><strong>&lt;= 97.5%</strong> &amp; <strong>&gt;= 2.5%</strong> in ROPE: undecided significance</li>
<li><strong>&lt; 2.5%</strong> in ROPE: probably significant</li>
<li><strong>&lt; 1%</strong> in ROPE: significant (we can reject the null hypothesis)</li>
</ul>
<p><em>Note that extra caution is required as its interpretation highly depends on other parameters such as sample size and ROPE range (see <a href="https://easystats.github.io/bayestestR/articles/region_of_practical_equivalence.html#sensitivity-to-parameters-scale">here</a>)</em>.</p>
<h4 id="template-sentence"><strong>Template Sentence</strong></h4>
<p>Based on these suggestions, a template sentence for minimal reporting of a parameter based on its posterior distribution could be:</p>
<ul>
<li>“the effect of <em>X</em> has a probability of <em><strong>pd</strong></em> of being <em>negative</em> (Median = <em><strong>median</strong></em>, 89% CI [ <em><strong>HDI<sub>low</sub></strong></em> , <em><strong>HDI<sub>high</sub></strong></em> ] and can be considered as <em>significant</em> (<em><strong>ROPE</strong></em>% in ROPE).”</li>
</ul>
<h2 id="how-to-compare-different-models">How to compare different models</h2>
<p>Altough it can also be used to assess effect existence and signficance, the <strong>Bayes factor (BF)</strong> is a versatile index that can be used to directly compare different models (or data generation processes). The <a href="https://easystats.github.io/bayestestR/articles/bayes_factors.html">Bayes factor</a> is a ratio, informing us by how much more (or less) likely the observed data are under two compared models - usually a model with an effect vs. a model <em>without</em> the effect. Depending on the specifications of the null model (whether it is a point-estimate (e.g., <strong>0</strong>) or an interval), the Bayes factor could be used both in the context of effect existence and significance.</p>
<p>In general, a Bayes factor greater than 1 giving evidence in favour of one of the models, and a Bayes factor smaller than 1 giving evidence in favour of the other model. Several rules of thumb exist to help the interpretation (see <a href="https://easystats.github.io/report/articles/interpret_metrics.html#bayes-factor-bf">here</a>), with <strong>&gt; 3</strong> being one common treshold to categorize non-anecdotal evidence.</p>
<h4 id="template-sentence-1"><strong>Template Sentence</strong></h4>
<p>When reporting Bayes factors (BF), one can use the following sentence:</p>
<ul>
<li>“There is <em>moderate evidence</em> in favour of an <em>absence</em> of effect of <em>x</em> (BF = <em>BF</em>).”</li>
</ul>
<p><em>Note: If you have any advice, opinion or such, we encourage you to let us know by opening an <a href="https://github.com/easystats/bayestestR/issues">discussion thread</a> or making a pull request.</em></p>

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