diff options
Diffstat (limited to 'docs/articles/prebuilt/2022_dmta_pathway.html')
| -rw-r--r-- | docs/articles/prebuilt/2022_dmta_pathway.html | 168 |
1 files changed, 88 insertions, 80 deletions
diff --git a/docs/articles/prebuilt/2022_dmta_pathway.html b/docs/articles/prebuilt/2022_dmta_pathway.html index c8323add..ea4bd087 100644 --- a/docs/articles/prebuilt/2022_dmta_pathway.html +++ b/docs/articles/prebuilt/2022_dmta_pathway.html @@ -33,7 +33,7 @@ </button> <span class="navbar-brand"> <a class="navbar-link" href="../../index.html">mkin</a> - <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.2.3.1</span> + <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.2.4</span> </span> </div> @@ -135,7 +135,7 @@ residue data on dimethenamid and dimethenamid-P</h1> Ranke</h4> <h4 data-toc-skip class="date">Last change on 20 April 2023, -last compiled on 20 April 2023</h4> +last compiled on 19 Mai 2023</h4> <small class="dont-index">Source: <a href="https://github.com/jranke/mkin/blob/HEAD/vignettes/prebuilt/2022_dmta_pathway.rmd" class="external-link"><code>vignettes/prebuilt/2022_dmta_pathway.rmd</code></a></small> <div class="hidden name"><code>2022_dmta_pathway.rmd</code></div> @@ -155,7 +155,7 @@ can be fitted with the mkin package.</p> 173340 (Application of nonlinear hierarchical models to the kinetic evaluation of chemical degradation data) of the German Environment Agency carried out in 2022 and 2023.</p> -<p>The mkin package is used in version 1.2.3, which is currently under +<p>The mkin package is used in version 1.2.4, which is currently under development. It contains the test data, and the functions used in the evaluations. The <code>saemix</code> package is used as a backend for fitting the NLHM, but is also loaded to make the convergence plot @@ -1496,7 +1496,7 @@ of parent models tested here.</p> <td align="left">dfop_path_1</td> <td align="left">OK</td> <td align="left">OK</td> -<td align="left">C</td> +<td align="left">OK</td> <td align="left">OK</td> <td align="left">OK</td> <td align="left">OK</td> @@ -1514,7 +1514,7 @@ of parent models tested here.</p> <td align="left">hs_path_1</td> <td align="left">C</td> <td align="left">C</td> -<td align="left">C</td> +<td align="left">OK</td> <td align="left">C</td> <td align="left">C</td> <td align="left">C</td> @@ -1552,24 +1552,24 @@ not converge with default settings.</p> <td align="left">fomc_path_1</td> <td align="left">OK</td> <td align="left">OK</td> -<td align="left">C</td> <td align="left">OK</td> <td align="left">OK</td> -<td align="left">C</td> +<td align="left">OK</td> +<td align="left">OK</td> </tr> <tr class="odd"> <td align="left">dfop_path_1</td> <td align="left">OK</td> <td align="left">C</td> <td align="left">OK</td> -<td align="left">OK</td> +<td align="left">C</td> <td align="left">OK</td> <td align="left">OK</td> </tr> <tr class="even"> <td align="left">sforb_path_1</td> <td align="left">OK</td> -<td align="left">C</td> +<td align="left">OK</td> <td align="left">OK</td> <td align="left">OK</td> <td align="left">OK</td> @@ -1582,7 +1582,7 @@ not converge with default settings.</p> <td align="left">C</td> <td align="left">C</td> <td align="left">C</td> -<td align="left">OK</td> +<td align="left">C</td> </tr> </tbody> </table> @@ -1643,8 +1643,6 @@ than twenty minutes.</p> successfully.</p> <div class="sourceCode" id="cb8"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/stats/anova.html" class="external-link">anova</a></span><span class="op">(</span><span class="va">saem_1</span><span class="op">)</span> <span class="op">|></span> <span class="fu"><a href="https://rdrr.io/pkg/knitr/man/kable.html" class="external-link">kable</a></span><span class="op">(</span>digits <span class="op">=</span> <span class="fl">1</span><span class="op">)</span></span></code></pre></div> -<pre><code>Warning in FUN(X[[i]], ...): Could not obtain log likelihood with 'is' method -for sforb_path_1 const</code></pre> <table class="table"> <thead><tr class="header"> <th align="left"></th> @@ -1664,58 +1662,65 @@ for sforb_path_1 const</code></pre> <tr class="even"> <td align="left">sfo_path_1 tc</td> <td align="right">18</td> -<td align="right">2276.3</td> -<td align="right">2272.5</td> -<td align="right">-1120.1</td> +<td align="right">2276.4</td> +<td align="right">2272.7</td> +<td align="right">-1120.2</td> </tr> <tr class="odd"> <td align="left">fomc_path_1 const</td> <td align="right">19</td> -<td align="right">2099.0</td> -<td align="right">2095.0</td> -<td align="right">-1030.5</td> +<td align="right">2095.9</td> +<td align="right">2091.9</td> +<td align="right">-1028.9</td> </tr> <tr class="even"> <td align="left">fomc_path_1 tc</td> <td align="right">20</td> -<td align="right">1939.6</td> -<td align="right">1935.5</td> -<td align="right">-949.8</td> +<td align="right">1939.0</td> +<td align="right">1934.8</td> +<td align="right">-949.5</td> </tr> <tr class="odd"> <td align="left">dfop_path_1 const</td> <td align="right">21</td> -<td align="right">2038.8</td> -<td align="right">2034.4</td> -<td align="right">-998.4</td> +<td align="right">2039.7</td> +<td align="right">2035.3</td> +<td align="right">-998.8</td> </tr> <tr class="even"> -<td align="left">hs_path_1 const</td> +<td align="left">sforb_path_1 const</td> <td align="right">21</td> -<td align="right">2024.2</td> -<td align="right">2019.8</td> -<td align="right">-991.1</td> +<td align="right">2017.7</td> +<td align="right">2013.4</td> +<td align="right">-987.9</td> </tr> <tr class="odd"> +<td align="left">hs_path_1 const</td> +<td align="right">21</td> +<td align="right">2023.7</td> +<td align="right">2019.3</td> +<td align="right">-990.9</td> +</tr> +<tr class="even"> <td align="left">dfop_path_1 tc</td> <td align="right">22</td> -<td align="right">1879.8</td> -<td align="right">1875.2</td> -<td align="right">-917.9</td> +<td align="right">1881.7</td> +<td align="right">1877.1</td> +<td align="right">-918.9</td> </tr> -<tr class="even"> +<tr class="odd"> <td align="left">sforb_path_1 tc</td> <td align="right">22</td> -<td align="right">1832.9</td> -<td align="right">1828.3</td> -<td align="right">-894.4</td> +<td align="right">1832.7</td> +<td align="right">1828.1</td> +<td align="right">-894.3</td> </tr> -<tr class="odd"> +<tr class="even"> <td align="left">hs_path_1 tc</td> <td align="right">22</td> -<td align="right">1831.4</td> -<td align="right">1826.8</td> -<td align="right">-893.7</td> +<td align="right">1831.6</td> +<td align="right">1827.0</td> +<td align="right">-893.8</td> </tr> </tbody> </table> @@ -1740,7 +1745,7 @@ Matrix<a class="anchor" aria-label="anchor" href="#parameter-identifiability-bas model parameters such as standard deviations of the degradation parameters in the population and error model parameters can be found.</p> -<div class="sourceCode" id="cb10"><pre class="downlit sourceCode r"> +<div class="sourceCode" id="cb9"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="fu"><a href="../../reference/illparms.html">illparms</a></span><span class="op">(</span><span class="va">saem_1</span><span class="op">)</span> <span class="op">|></span> <span class="fu"><a href="https://rdrr.io/pkg/knitr/man/kable.html" class="external-link">kable</a></span><span class="op">(</span><span class="op">)</span></span></code></pre></div> <table class="table"> <thead><tr class="header"> @@ -1766,7 +1771,7 @@ found.</p> </tr> <tr class="even"> <td align="left">sforb_path_1</td> -<td align="left"></td> +<td align="left">sd(log_k_DMTA_bound_free)</td> <td align="left">sd(log_k_DMTA_bound_free)</td> </tr> <tr class="odd"> @@ -1786,13 +1791,13 @@ two-component error, the random effect for the rate constant from reversibly bound DMTA to the free DMTA (<code>k_DMTA_bound_free</code>) is not well-defined. Therefore, the fit is updated without assuming a random effect for this parameter.</p> -<div class="sourceCode" id="cb11"><pre class="downlit sourceCode r"> +<div class="sourceCode" id="cb10"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="va">saem_sforb_path_1_tc_reduced</span> <span class="op"><-</span> <span class="fu"><a href="https://rdrr.io/r/stats/update.html" class="external-link">update</a></span><span class="op">(</span><span class="va">saem_1</span><span class="op">[[</span><span class="st">"sforb_path_1"</span>, <span class="st">"tc"</span><span class="op">]</span><span class="op">]</span>,</span> <span> no_random_effect <span class="op">=</span> <span class="st">"log_k_DMTA_bound_free"</span><span class="op">)</span></span> <span><span class="fu"><a href="../../reference/illparms.html">illparms</a></span><span class="op">(</span><span class="va">saem_sforb_path_1_tc_reduced</span><span class="op">)</span></span></code></pre></div> <p>As expected, no ill-defined parameters remain. The model comparison below shows that the reduced model is preferable.</p> -<div class="sourceCode" id="cb12"><pre class="downlit sourceCode r"> +<div class="sourceCode" id="cb11"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/stats/anova.html" class="external-link">anova</a></span><span class="op">(</span><span class="va">saem_1</span><span class="op">[[</span><span class="st">"sforb_path_1"</span>, <span class="st">"tc"</span><span class="op">]</span><span class="op">]</span>, <span class="va">saem_sforb_path_1_tc_reduced</span><span class="op">)</span> <span class="op">|></span> <span class="fu"><a href="https://rdrr.io/pkg/knitr/man/kable.html" class="external-link">kable</a></span><span class="op">(</span>digits <span class="op">=</span> <span class="fl">1</span><span class="op">)</span></span></code></pre></div> <table class="table"> <thead><tr class="header"> @@ -1806,21 +1811,21 @@ below shows that the reduced model is preferable.</p> <tr class="odd"> <td align="left">saem_sforb_path_1_tc_reduced</td> <td align="right">21</td> -<td align="right">1830.3</td> -<td align="right">1825.9</td> +<td align="right">1830.4</td> +<td align="right">1826.0</td> <td align="right">-894.2</td> </tr> <tr class="even"> <td align="left">saem_1[[“sforb_path_1”, “tc”]]</td> <td align="right">22</td> -<td align="right">1832.9</td> -<td align="right">1828.3</td> -<td align="right">-894.4</td> +<td align="right">1832.7</td> +<td align="right">1828.1</td> +<td align="right">-894.3</td> </tr> </tbody> </table> <p>The convergence plot of the refined fit is shown below.</p> -<div class="sourceCode" id="cb13"><pre class="downlit sourceCode r"> +<div class="sourceCode" id="cb12"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/base/plot.html" class="external-link">plot</a></span><span class="op">(</span><span class="va">saem_sforb_path_1_tc_reduced</span><span class="op">$</span><span class="va">so</span>, plot.type <span class="op">=</span> <span class="st">"convergence"</span><span class="op">)</span></span></code></pre></div> <p><img src="2022_dmta_pathway_files/figure-html/saem-sforb-path-1-tc-reduced-convergence-1.png" width="700" style="display: block; margin: auto;"></p> <p>For some parameters, for example for <code>f_DMTA_ilr_1</code> and @@ -1839,14 +1844,14 @@ saemix.</p> </h3> <p>As an alternative check of parameter identifiability <span class="citation">(Duchesne et al. 2021)</span>, multistart runs were performed on the basis of the refined fit shown above.</p> -<div class="sourceCode" id="cb14"><pre class="downlit sourceCode r"> +<div class="sourceCode" id="cb13"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="va">saem_sforb_path_1_tc_reduced_multi</span> <span class="op"><-</span> <span class="fu"><a href="../../reference/multistart.html">multistart</a></span><span class="op">(</span><span class="va">saem_sforb_path_1_tc_reduced</span>,</span> <span> n <span class="op">=</span> <span class="fl">32</span>, cores <span class="op">=</span> <span class="fl">10</span><span class="op">)</span></span></code></pre></div> -<div class="sourceCode" id="cb15"><pre class="downlit sourceCode r"> +<div class="sourceCode" id="cb14"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/base/print.html" class="external-link">print</a></span><span class="op">(</span><span class="va">saem_sforb_path_1_tc_reduced_multi</span><span class="op">)</span></span></code></pre></div> <pre><code><multistart> object with 32 fits: E OK -15 17 + 7 25 OK: Fit terminated successfully E: Error</code></pre> <p>Out of the 32 fits that were initiated, only 17 terminated without an @@ -1856,7 +1861,7 @@ the SAEM algorithm leads to parameter combinations for the degradation model that the numerical integration routine cannot cope with. Because of this variation of initial parameters, some of the model fits take up to two times more time than the original fit.</p> -<div class="sourceCode" id="cb17"><pre class="downlit sourceCode r"> +<div class="sourceCode" id="cb16"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/graphics/par.html" class="external-link">par</a></span><span class="op">(</span>mar <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fl">12.1</span>, <span class="fl">4.1</span>, <span class="fl">2.1</span>, <span class="fl">2.1</span><span class="op">)</span><span class="op">)</span></span> <span><span class="fu"><a href="../../reference/parplot.html">parplot</a></span><span class="op">(</span><span class="va">saem_sforb_path_1_tc_reduced_multi</span>, ylim <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="fl">0.5</span>, <span class="fl">2</span><span class="op">)</span>, las <span class="op">=</span> <span class="fl">2</span><span class="op">)</span></span></code></pre></div> <div class="figure" style="text-align: center"> @@ -1875,14 +1880,14 @@ ill-defined parameters.</p> </h2> <p>The SFORB pathway fits with full and reduced parameter distribution model are shown below.</p> -<div class="sourceCode" id="cb18"><pre class="downlit sourceCode r"> +<div class="sourceCode" id="cb17"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/base/plot.html" class="external-link">plot</a></span><span class="op">(</span><span class="va">saem_1</span><span class="op">[[</span><span class="st">"sforb_path_1"</span>, <span class="st">"tc"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span></span></code></pre></div> <div class="figure" style="text-align: center"> <img src="2022_dmta_pathway_files/figure-html/unnamed-chunk-3-1.png" alt="SFORB pathway fit with two-component error" width="700"><p class="caption"> SFORB pathway fit with two-component error </p> </div> -<div class="sourceCode" id="cb19"><pre class="downlit sourceCode r"> +<div class="sourceCode" id="cb18"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/base/plot.html" class="external-link">plot</a></span><span class="op">(</span><span class="va">saem_sforb_path_1_tc_reduced</span><span class="op">)</span></span></code></pre></div> <div class="figure" style="text-align: center"> <img src="2022_dmta_pathway_files/figure-html/unnamed-chunk-4-1.png" alt="SFORB pathway fit with two-component error, reduced parameter model" width="700"><p class="caption"> @@ -1891,7 +1896,7 @@ SFORB pathway fit with two-component error, reduced parameter model </div> <p>Plots of the remaining fits and listings for all successful fits are shown in the Appendix.</p> -<div class="sourceCode" id="cb20"><pre class="downlit sourceCode r"> +<div class="sourceCode" id="cb19"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/parallel/makeCluster.html" class="external-link">stopCluster</a></span><span class="op">(</span><span class="va">cl</span><span class="op">)</span></span></code></pre></div> </div> <div class="section level2"> @@ -1931,21 +1936,21 @@ Level with Nonlinear Mixed-Effects Models.”</span> <em>Environments</em> <div class="section level3"> <h3 id="plots-of-hierarchical-fits-not-selected-for-refinement">Plots of hierarchical fits not selected for refinement<a class="anchor" aria-label="anchor" href="#plots-of-hierarchical-fits-not-selected-for-refinement"></a> </h3> -<div class="sourceCode" id="cb21"><pre class="downlit sourceCode r"> +<div class="sourceCode" id="cb20"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/base/plot.html" class="external-link">plot</a></span><span class="op">(</span><span class="va">saem_1</span><span class="op">[[</span><span class="st">"sfo_path_1"</span>, <span class="st">"tc"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span></span></code></pre></div> <div class="figure" style="text-align: center"> <img src="2022_dmta_pathway_files/figure-html/unnamed-chunk-6-1.png" alt="SFO pathway fit with two-component error" width="700"><p class="caption"> SFO pathway fit with two-component error </p> </div> -<div class="sourceCode" id="cb22"><pre class="downlit sourceCode r"> +<div class="sourceCode" id="cb21"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/base/plot.html" class="external-link">plot</a></span><span class="op">(</span><span class="va">saem_1</span><span class="op">[[</span><span class="st">"fomc_path_1"</span>, <span class="st">"tc"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span></span></code></pre></div> <div class="figure" style="text-align: center"> <img src="2022_dmta_pathway_files/figure-html/unnamed-chunk-7-1.png" alt="FOMC pathway fit with two-component error" width="700"><p class="caption"> FOMC pathway fit with two-component error </p> </div> -<div class="sourceCode" id="cb23"><pre class="downlit sourceCode r"> +<div class="sourceCode" id="cb22"><pre class="downlit sourceCode r"> <code class="sourceCode R"><span><span class="fu"><a href="https://rdrr.io/r/base/plot.html" class="external-link">plot</a></span><span class="op">(</span><span class="va">saem_1</span><span class="op">[[</span><span class="st">"sforb_path_1"</span>, <span class="st">"tc"</span><span class="op">]</span><span class="op">]</span><span class="op">)</span></span></code></pre></div> <div class="figure" style="text-align: center"> <img src="2022_dmta_pathway_files/figure-html/unnamed-chunk-8-1.png" alt="HS pathway fit with two-component error" width="700"><p class="caption"> @@ -1971,13 +1976,13 @@ error<a class="anchor" aria-label="anchor" href="#improved-fit-of-the-sforb-path <div class="section level3"> <h3 id="session-info">Session info<a class="anchor" aria-label="anchor" href="#session-info"></a> </h3> -<pre><code>R version 4.2.3 (2023-03-15) +<pre><code>R version 4.3.0 Patched (2023-05-18 r84448) Platform: x86_64-pc-linux-gnu (64-bit) Running under: Debian GNU/Linux 12 (bookworm) Matrix products: default -BLAS: /usr/lib/x86_64-linux-gnu/openblas-serial/libblas.so.3 -LAPACK: /usr/lib/x86_64-linux-gnu/openblas-serial/libopenblas-r0.3.21.so +BLAS: /home/jranke/svn/R/r-patched/build/lib/libRblas.so +LAPACK: /usr/lib/x86_64-linux-gnu/openblas-serial/liblapack.so.3; LAPACK version 3.11.0 locale: [1] LC_CTYPE=de_DE.UTF-8 LC_NUMERIC=C @@ -1987,36 +1992,39 @@ locale: [9] LC_ADDRESS=C LC_TELEPHONE=C [11] LC_MEASUREMENT=de_DE.UTF-8 LC_IDENTIFICATION=C +time zone: Europe/Berlin +tzcode source: system (glibc) + attached base packages: [1] parallel stats graphics grDevices utils datasets methods [8] base other attached packages: -[1] saemix_3.2 npde_3.3 knitr_1.42 mkin_1.2.3 +[1] saemix_3.2 npde_3.3 knitr_1.42 mkin_1.2.4 loaded via a namespace (and not attached): - [1] deSolve_1.35 zoo_1.8-12 tidyselect_1.2.0 xfun_0.38 - [5] bslib_0.4.2 purrr_1.0.1 lattice_0.21-8 colorspace_2.1-0 - [9] vctrs_0.6.1 generics_0.1.3 htmltools_0.5.5 yaml_2.3.7 -[13] utf8_1.2.3 rlang_1.1.0 pkgbuild_1.4.0 pkgdown_2.0.7 -[17] jquerylib_0.1.4 pillar_1.9.0 glue_1.6.2 DBI_1.1.3 -[21] lifecycle_1.0.3 stringr_1.5.0 munsell_0.5.0 gtable_0.3.3 -[25] ragg_1.2.5 codetools_0.2-19 memoise_2.0.1 evaluate_0.20 -[29] inline_0.3.19 callr_3.7.3 fastmap_1.1.1 ps_1.7.4 -[33] lmtest_0.9-40 fansi_1.0.4 highr_0.10 scales_1.2.1 -[37] cachem_1.0.7 desc_1.4.2 jsonlite_1.8.4 systemfonts_1.0.4 -[41] fs_1.6.1 textshaping_0.3.6 gridExtra_2.3 ggplot2_3.4.2 -[45] digest_0.6.31 stringi_1.7.12 processx_3.8.0 dplyr_1.1.1 -[49] grid_4.2.3 rprojroot_2.0.3 cli_3.6.1 tools_4.2.3 -[53] magrittr_2.0.3 sass_0.4.5 tibble_3.2.1 crayon_1.5.2 -[57] pkgconfig_2.0.3 prettyunits_1.1.1 rmarkdown_2.21 R6_2.5.1 -[61] mclust_6.0.0 nlme_3.1-162 compiler_4.2.3 </code></pre> + [1] sass_0.4.6 utf8_1.2.3 generics_0.1.3 stringi_1.7.12 + [5] lattice_0.21-8 digest_0.6.31 magrittr_2.0.3 evaluate_0.21 + [9] grid_4.3.0 fastmap_1.1.1 rprojroot_2.0.3 jsonlite_1.8.4 +[13] processx_3.8.1 pkgbuild_1.4.0 deSolve_1.35 DBI_1.1.3 +[17] mclust_6.0.0 ps_1.7.5 gridExtra_2.3 purrr_1.0.1 +[21] fansi_1.0.4 scales_1.2.1 codetools_0.2-19 textshaping_0.3.6 +[25] jquerylib_0.1.4 cli_3.6.1 crayon_1.5.2 rlang_1.1.1 +[29] munsell_0.5.0 cachem_1.0.8 yaml_2.3.7 inline_0.3.19 +[33] tools_4.3.0 memoise_2.0.1 dplyr_1.1.2 colorspace_2.1-0 +[37] ggplot2_3.4.2 vctrs_0.6.2 R6_2.5.1 zoo_1.8-12 +[41] lifecycle_1.0.3 stringr_1.5.0 fs_1.6.2 ragg_1.2.5 +[45] callr_3.7.3 pkgconfig_2.0.3 desc_1.4.2 pkgdown_2.0.7 +[49] bslib_0.4.2 pillar_1.9.0 gtable_0.3.3 glue_1.6.2 +[53] systemfonts_1.0.4 highr_0.10 xfun_0.39 tibble_3.2.1 +[57] lmtest_0.9-40 tidyselect_1.2.0 htmltools_0.5.5 nlme_3.1-162 +[61] rmarkdown_2.21 compiler_4.3.0 prettyunits_1.1.1</code></pre> </div> <div class="section level3"> <h3 id="hardware-info">Hardware info<a class="anchor" aria-label="anchor" href="#hardware-info"></a> </h3> <pre><code>CPU model: AMD Ryzen 9 7950X 16-Core Processor</code></pre> -<pre><code>MemTotal: 64936316 kB</code></pre> +<pre><code>MemTotal: 64925476 kB</code></pre> </div> </div> </div> |