diff options
Diffstat (limited to 'docs/reference/synthetic_data_for_UBA_2014.html')
| -rw-r--r-- | docs/reference/synthetic_data_for_UBA_2014.html | 258 | 
1 files changed, 132 insertions, 126 deletions
| diff --git a/docs/reference/synthetic_data_for_UBA_2014.html b/docs/reference/synthetic_data_for_UBA_2014.html index e9251de3..c00d1b55 100644 --- a/docs/reference/synthetic_data_for_UBA_2014.html +++ b/docs/reference/synthetic_data_for_UBA_2014.html @@ -32,7 +32,7 @@ Compare also the code in the example section to see the degradation models."><!-        </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">1.1.0</span> +        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">1.2.0</span>        </span>      </div> @@ -59,19 +59,25 @@ Compare also the code in the example section to see the degradation models."><!-        <a href="../articles/web_only/dimethenamid_2018.html">Example evaluations of dimethenamid data from 2018 with nonlinear mixed-effects models</a>      </li>      <li> -      <a href="../articles/web_only/FOCUS_Z.html">Example evaluation of FOCUS Example Dataset Z</a> +      <a href="../articles/web_only/multistart.html">Short demo of the multistart method</a>      </li>      <li>        <a href="../articles/web_only/compiled_models.html">Performance benefit by using compiled model definitions in mkin</a>      </li>      <li> +      <a href="../articles/web_only/FOCUS_Z.html">Example evaluation of FOCUS Example Dataset Z</a> +    </li> +    <li>        <a href="../articles/twa.html">Calculation of time weighted average concentrations with mkin</a>      </li>      <li>        <a href="../articles/web_only/NAFTA_examples.html">Example evaluation of NAFTA SOP Attachment examples</a>      </li>      <li> -      <a href="../articles/web_only/benchmarks.html">Some benchmark timings</a> +      <a href="../articles/web_only/benchmarks.html">Benchmark timings for mkin</a> +    </li> +    <li> +      <a href="../articles/web_only/saem_benchmarks.html">Benchmark timings for saem.mmkin</a>      </li>    </ul></li>  <li> @@ -117,7 +123,7 @@ Compare also the code in the example section to see the degradation models."><!-      </div>      <div id="ref-usage"> -    <div class="sourceCode"><pre class="sourceCode r"><code><span class="va">synthetic_data_for_UBA_2014</span></code></pre></div> +    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="va">synthetic_data_for_UBA_2014</span></span></code></pre></div>      </div>      <div id="format"> @@ -141,115 +147,115 @@ Compare also the code in the example section to see the degradation models."><!-      <div id="ref-examples">      <h2>Examples</h2> -    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span class="co"># \dontrun{</span></span> -<span class="r-in"><span class="co"># The data have been generated using the following kinetic models</span></span> -<span class="r-in"><span class="va">m_synth_SFO_lin</span> <span class="op"><-</span> <span class="fu"><a href="mkinmod.html">mkinmod</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span>, to <span class="op">=</span> <span class="st">"M1"</span><span class="op">)</span>,</span> -<span class="r-in">                           M1 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span>, to <span class="op">=</span> <span class="st">"M2"</span><span class="op">)</span>,</span> -<span class="r-in">                           M2 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span><span class="op">)</span>, use_of_ff <span class="op">=</span> <span class="st">"max"</span><span class="op">)</span></span> +    <div class="sourceCode"><pre class="sourceCode r"><code><span class="r-in"><span><span class="co"># \dontrun{</span></span></span> +<span class="r-in"><span><span class="co"># The data have been generated using the following kinetic models</span></span></span> +<span class="r-in"><span><span class="va">m_synth_SFO_lin</span> <span class="op"><-</span> <span class="fu"><a href="mkinmod.html">mkinmod</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span>, to <span class="op">=</span> <span class="st">"M1"</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                           M1 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span>, to <span class="op">=</span> <span class="st">"M2"</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                           M2 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span><span class="op">)</span>, use_of_ff <span class="op">=</span> <span class="st">"max"</span><span class="op">)</span></span></span>  <span class="r-msg co"><span class="r-pr">#></span> Temporary DLL for differentials generated and loaded</span> -<span class="r-in"></span> -<span class="r-in"></span> -<span class="r-in"><span class="va">m_synth_SFO_par</span> <span class="op"><-</span> <span class="fu"><a href="mkinmod.html">mkinmod</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span>, to <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="st">"M1"</span>, <span class="st">"M2"</span><span class="op">)</span>,</span> -<span class="r-in">                                         sink <span class="op">=</span> <span class="cn">FALSE</span><span class="op">)</span>,</span> -<span class="r-in">                           M1 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span><span class="op">)</span>,</span> -<span class="r-in">                           M2 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span><span class="op">)</span>, use_of_ff <span class="op">=</span> <span class="st">"max"</span><span class="op">)</span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="va">m_synth_SFO_par</span> <span class="op"><-</span> <span class="fu"><a href="mkinmod.html">mkinmod</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span>, to <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="st">"M1"</span>, <span class="st">"M2"</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                                         sink <span class="op">=</span> <span class="cn">FALSE</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                           M1 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                           M2 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span><span class="op">)</span>, use_of_ff <span class="op">=</span> <span class="st">"max"</span><span class="op">)</span></span></span>  <span class="r-msg co"><span class="r-pr">#></span> Temporary DLL for differentials generated and loaded</span> -<span class="r-in"></span> -<span class="r-in"><span class="va">m_synth_DFOP_lin</span> <span class="op"><-</span> <span class="fu"><a href="mkinmod.html">mkinmod</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"DFOP"</span>, to <span class="op">=</span> <span class="st">"M1"</span><span class="op">)</span>,</span> -<span class="r-in">                            M1 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span>, to <span class="op">=</span> <span class="st">"M2"</span><span class="op">)</span>,</span> -<span class="r-in">                            M2 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span><span class="op">)</span>, use_of_ff <span class="op">=</span> <span class="st">"max"</span><span class="op">)</span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="va">m_synth_DFOP_lin</span> <span class="op"><-</span> <span class="fu"><a href="mkinmod.html">mkinmod</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"DFOP"</span>, to <span class="op">=</span> <span class="st">"M1"</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                            M1 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span>, to <span class="op">=</span> <span class="st">"M2"</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                            M2 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span><span class="op">)</span>, use_of_ff <span class="op">=</span> <span class="st">"max"</span><span class="op">)</span></span></span>  <span class="r-msg co"><span class="r-pr">#></span> Temporary DLL for differentials generated and loaded</span> -<span class="r-in"></span> -<span class="r-in"><span class="va">m_synth_DFOP_par</span> <span class="op"><-</span> <span class="fu"><a href="mkinmod.html">mkinmod</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"DFOP"</span>, to <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="st">"M1"</span>, <span class="st">"M2"</span><span class="op">)</span>,</span> -<span class="r-in">                                          sink <span class="op">=</span> <span class="cn">FALSE</span><span class="op">)</span>,</span> -<span class="r-in">                            M1 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span><span class="op">)</span>,</span> -<span class="r-in">                            M2 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span><span class="op">)</span>, use_of_ff <span class="op">=</span> <span class="st">"max"</span><span class="op">)</span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="va">m_synth_DFOP_par</span> <span class="op"><-</span> <span class="fu"><a href="mkinmod.html">mkinmod</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"DFOP"</span>, to <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="st">"M1"</span>, <span class="st">"M2"</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                                          sink <span class="op">=</span> <span class="cn">FALSE</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                            M1 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                            M2 <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span>type <span class="op">=</span> <span class="st">"SFO"</span><span class="op">)</span>, use_of_ff <span class="op">=</span> <span class="st">"max"</span><span class="op">)</span></span></span>  <span class="r-msg co"><span class="r-pr">#></span> Temporary DLL for differentials generated and loaded</span> -<span class="r-in"></span> -<span class="r-in"><span class="co"># The model predictions without intentional error were generated as follows</span></span> -<span class="r-in"><span class="va">sampling_times</span> <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</span>, <span class="fl">1</span>, <span class="fl">3</span>, <span class="fl">7</span>, <span class="fl">14</span>, <span class="fl">28</span>, <span class="fl">60</span>, <span class="fl">90</span>, <span class="fl">120</span><span class="op">)</span></span> -<span class="r-in"></span> -<span class="r-in"><span class="va">d_synth_SFO_lin</span> <span class="op"><-</span> <span class="fu"><a href="mkinpredict.html">mkinpredict</a></span><span class="op">(</span><span class="va">m_synth_SFO_lin</span>,</span> -<span class="r-in">                               <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>k_parent <span class="op">=</span> <span class="fl">0.7</span>, f_parent_to_M1 <span class="op">=</span> <span class="fl">0.8</span>,</span> -<span class="r-in">                                 k_M1 <span class="op">=</span> <span class="fl">0.3</span>, f_M1_to_M2 <span class="op">=</span> <span class="fl">0.7</span>,</span> -<span class="r-in">                                 k_M2 <span class="op">=</span> <span class="fl">0.02</span><span class="op">)</span>,</span> -<span class="r-in">                               <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fl">100</span>, M1 <span class="op">=</span> <span class="fl">0</span>, M2 <span class="op">=</span> <span class="fl">0</span><span class="op">)</span>,</span> -<span class="r-in">                               <span class="va">sampling_times</span><span class="op">)</span></span> -<span class="r-in"></span> -<span class="r-in"><span class="va">d_synth_DFOP_lin</span> <span class="op"><-</span> <span class="fu"><a href="mkinpredict.html">mkinpredict</a></span><span class="op">(</span><span class="va">m_synth_DFOP_lin</span>,</span> -<span class="r-in">                                <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>k1 <span class="op">=</span> <span class="fl">0.2</span>, k2 <span class="op">=</span> <span class="fl">0.02</span>, g <span class="op">=</span> <span class="fl">0.5</span>,</span> -<span class="r-in">                                  f_parent_to_M1 <span class="op">=</span> <span class="fl">0.5</span>, k_M1 <span class="op">=</span> <span class="fl">0.3</span>,</span> -<span class="r-in">                                  f_M1_to_M2 <span class="op">=</span> <span class="fl">0.7</span>, k_M2 <span class="op">=</span> <span class="fl">0.02</span><span class="op">)</span>,</span> -<span class="r-in">                                 <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fl">100</span>, M1 <span class="op">=</span> <span class="fl">0</span>, M2 <span class="op">=</span> <span class="fl">0</span><span class="op">)</span>,</span> -<span class="r-in">                                 <span class="va">sampling_times</span><span class="op">)</span></span> -<span class="r-in"></span> -<span class="r-in"><span class="va">d_synth_SFO_par</span> <span class="op"><-</span> <span class="fu"><a href="mkinpredict.html">mkinpredict</a></span><span class="op">(</span><span class="va">m_synth_SFO_par</span>,</span> -<span class="r-in">                               <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>k_parent <span class="op">=</span> <span class="fl">0.2</span>,</span> -<span class="r-in">                                 f_parent_to_M1 <span class="op">=</span> <span class="fl">0.8</span>, k_M1 <span class="op">=</span> <span class="fl">0.01</span>,</span> -<span class="r-in">                                 f_parent_to_M2 <span class="op">=</span> <span class="fl">0.2</span>, k_M2 <span class="op">=</span> <span class="fl">0.02</span><span class="op">)</span>,</span> -<span class="r-in">                                 <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fl">100</span>, M1 <span class="op">=</span> <span class="fl">0</span>, M2 <span class="op">=</span> <span class="fl">0</span><span class="op">)</span>,</span> -<span class="r-in">                                 <span class="va">sampling_times</span><span class="op">)</span></span> -<span class="r-in"></span> -<span class="r-in"><span class="va">d_synth_DFOP_par</span> <span class="op"><-</span> <span class="fu"><a href="mkinpredict.html">mkinpredict</a></span><span class="op">(</span><span class="va">m_synth_DFOP_par</span>,</span> -<span class="r-in">                               <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>k1 <span class="op">=</span> <span class="fl">0.3</span>, k2 <span class="op">=</span> <span class="fl">0.02</span>, g <span class="op">=</span> <span class="fl">0.7</span>,</span> -<span class="r-in">                                 f_parent_to_M1 <span class="op">=</span> <span class="fl">0.6</span>, k_M1 <span class="op">=</span> <span class="fl">0.04</span>,</span> -<span class="r-in">                                 f_parent_to_M2 <span class="op">=</span> <span class="fl">0.4</span>, k_M2 <span class="op">=</span> <span class="fl">0.01</span><span class="op">)</span>,</span> -<span class="r-in">                                 <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fl">100</span>, M1 <span class="op">=</span> <span class="fl">0</span>, M2 <span class="op">=</span> <span class="fl">0</span><span class="op">)</span>,</span> -<span class="r-in">                                 <span class="va">sampling_times</span><span class="op">)</span></span> -<span class="r-in"></span> -<span class="r-in"><span class="co"># Construct names for datasets with errors</span></span> -<span class="r-in"><span class="va">d_synth_names</span> <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/paste.html" class="external-link">paste0</a></span><span class="op">(</span><span class="st">"d_synth_"</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="st">"SFO_lin"</span>, <span class="st">"SFO_par"</span>,</span> -<span class="r-in">                                     <span class="st">"DFOP_lin"</span>, <span class="st">"DFOP_par"</span><span class="op">)</span><span class="op">)</span></span> -<span class="r-in"></span> -<span class="r-in"><span class="co"># Original function used or adding errors. The add_err function now published</span></span> -<span class="r-in"><span class="co"># with this package is a slightly generalised version where the names of</span></span> -<span class="r-in"><span class="co"># secondary compartments that should have an initial value of zero (M1 and M2</span></span> -<span class="r-in"><span class="co"># in this case) are not hardcoded any more.</span></span> -<span class="r-in"><span class="co"># add_err = function(d, sdfunc, LOD = 0.1, reps = 2, seed = 123456789)</span></span> -<span class="r-in"><span class="co"># {</span></span> -<span class="r-in"><span class="co">#   set.seed(seed)</span></span> -<span class="r-in"><span class="co">#   d_long = mkin_wide_to_long(d, time = "time")</span></span> -<span class="r-in"><span class="co">#   d_rep = data.frame(lapply(d_long, rep, each = 2))</span></span> -<span class="r-in"><span class="co">#   d_rep$value = rnorm(length(d_rep$value), d_rep$value, sdfunc(d_rep$value))</span></span> -<span class="r-in"><span class="co">#</span></span> -<span class="r-in"><span class="co">#   d_rep[d_rep$time == 0 & d_rep$name %in% c("M1", "M2"), "value"] <- 0</span></span> -<span class="r-in"><span class="co">#   d_NA <- transform(d_rep, value = ifelse(value < LOD, NA, value))</span></span> -<span class="r-in"><span class="co">#   d_NA$value <- round(d_NA$value, 1)</span></span> -<span class="r-in"><span class="co">#   return(d_NA)</span></span> -<span class="r-in"><span class="co"># }</span></span> -<span class="r-in"></span> -<span class="r-in"><span class="co"># The following is the simplified version of the two-component model of Rocke</span></span> -<span class="r-in"><span class="co"># and Lorenzato (1995)</span></span> -<span class="r-in"><span class="va">sdfunc_twocomp</span> <span class="op">=</span> <span class="kw">function</span><span class="op">(</span><span class="va">value</span>, <span class="va">sd_low</span>, <span class="va">rsd_high</span><span class="op">)</span> <span class="op">{</span></span> -<span class="r-in">  <span class="fu"><a href="https://rdrr.io/r/base/MathFun.html" class="external-link">sqrt</a></span><span class="op">(</span><span class="va">sd_low</span><span class="op">^</span><span class="fl">2</span> <span class="op">+</span> <span class="va">value</span><span class="op">^</span><span class="fl">2</span> <span class="op">*</span> <span class="va">rsd_high</span><span class="op">^</span><span class="fl">2</span><span class="op">)</span></span> -<span class="r-in"><span class="op">}</span></span> -<span class="r-in"></span> -<span class="r-in"><span class="co"># Add the errors.</span></span> -<span class="r-in"><span class="kw">for</span> <span class="op">(</span><span class="va">d_synth_name</span> <span class="kw">in</span> <span class="va">d_synth_names</span><span class="op">)</span></span> -<span class="r-in"><span class="op">{</span></span> -<span class="r-in">  <span class="va">d_synth</span> <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/get.html" class="external-link">get</a></span><span class="op">(</span><span class="va">d_synth_name</span><span class="op">)</span></span> -<span class="r-in">  <span class="fu"><a href="https://rdrr.io/r/base/assign.html" class="external-link">assign</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/paste.html" class="external-link">paste0</a></span><span class="op">(</span><span class="va">d_synth_name</span>, <span class="st">"_a"</span><span class="op">)</span>, <span class="fu"><a href="add_err.html">add_err</a></span><span class="op">(</span><span class="va">d_synth</span>, <span class="kw">function</span><span class="op">(</span><span class="va">value</span><span class="op">)</span> <span class="fl">3</span><span class="op">)</span><span class="op">)</span></span> -<span class="r-in">  <span class="fu"><a href="https://rdrr.io/r/base/assign.html" class="external-link">assign</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/paste.html" class="external-link">paste0</a></span><span class="op">(</span><span class="va">d_synth_name</span>, <span class="st">"_b"</span><span class="op">)</span>, <span class="fu"><a href="add_err.html">add_err</a></span><span class="op">(</span><span class="va">d_synth</span>, <span class="kw">function</span><span class="op">(</span><span class="va">value</span><span class="op">)</span> <span class="fl">7</span><span class="op">)</span><span class="op">)</span></span> -<span class="r-in">  <span class="fu"><a href="https://rdrr.io/r/base/assign.html" class="external-link">assign</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/paste.html" class="external-link">paste0</a></span><span class="op">(</span><span class="va">d_synth_name</span>, <span class="st">"_c"</span><span class="op">)</span>, <span class="fu"><a href="add_err.html">add_err</a></span><span class="op">(</span><span class="va">d_synth</span>,</span> -<span class="r-in">                           <span class="kw">function</span><span class="op">(</span><span class="va">value</span><span class="op">)</span> <span class="fu">sdfunc_twocomp</span><span class="op">(</span><span class="va">value</span>, <span class="fl">0.5</span>, <span class="fl">0.07</span><span class="op">)</span><span class="op">)</span><span class="op">)</span></span> -<span class="r-in"></span> -<span class="r-in"><span class="op">}</span></span> -<span class="r-in"></span> -<span class="r-in"><span class="va">d_synth_err_names</span> <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> -<span class="r-in">  <span class="fu"><a href="https://rdrr.io/r/base/paste.html" class="external-link">paste</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/rep.html" class="external-link">rep</a></span><span class="op">(</span><span class="va">d_synth_names</span>, each <span class="op">=</span> <span class="fl">3</span><span class="op">)</span>, <span class="va">letters</span><span class="op">[</span><span class="fl">1</span><span class="op">:</span><span class="fl">3</span><span class="op">]</span>, sep <span class="op">=</span> <span class="st">"_"</span><span class="op">)</span></span> -<span class="r-in"><span class="op">)</span></span> -<span class="r-in"></span> -<span class="r-in"><span class="co"># This is just one example of an evaluation using the kinetic model used for</span></span> -<span class="r-in"><span class="co"># the generation of the data</span></span> -<span class="r-in">  <span class="va">fit</span> <span class="op"><-</span> <span class="fu"><a href="mkinfit.html">mkinfit</a></span><span class="op">(</span><span class="va">m_synth_SFO_lin</span>, <span class="va">synthetic_data_for_UBA_2014</span><span class="op">[[</span><span class="fl">1</span><span class="op">]</span><span class="op">]</span><span class="op">$</span><span class="va">data</span>,</span> -<span class="r-in">                 quiet <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span> -<span class="r-in">  <span class="fu"><a href="plot.mkinfit.html">plot_sep</a></span><span class="op">(</span><span class="va">fit</span><span class="op">)</span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="co"># The model predictions without intentional error were generated as follows</span></span></span> +<span class="r-in"><span><span class="va">sampling_times</span> <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</span>, <span class="fl">1</span>, <span class="fl">3</span>, <span class="fl">7</span>, <span class="fl">14</span>, <span class="fl">28</span>, <span class="fl">60</span>, <span class="fl">90</span>, <span class="fl">120</span><span class="op">)</span></span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="va">d_synth_SFO_lin</span> <span class="op"><-</span> <span class="fu"><a href="mkinpredict.html">mkinpredict</a></span><span class="op">(</span><span class="va">m_synth_SFO_lin</span>,</span></span> +<span class="r-in"><span>                               <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>k_parent <span class="op">=</span> <span class="fl">0.7</span>, f_parent_to_M1 <span class="op">=</span> <span class="fl">0.8</span>,</span></span> +<span class="r-in"><span>                                 k_M1 <span class="op">=</span> <span class="fl">0.3</span>, f_M1_to_M2 <span class="op">=</span> <span class="fl">0.7</span>,</span></span> +<span class="r-in"><span>                                 k_M2 <span class="op">=</span> <span class="fl">0.02</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                               <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fl">100</span>, M1 <span class="op">=</span> <span class="fl">0</span>, M2 <span class="op">=</span> <span class="fl">0</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                               <span class="va">sampling_times</span><span class="op">)</span></span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="va">d_synth_DFOP_lin</span> <span class="op"><-</span> <span class="fu"><a href="mkinpredict.html">mkinpredict</a></span><span class="op">(</span><span class="va">m_synth_DFOP_lin</span>,</span></span> +<span class="r-in"><span>                                <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>k1 <span class="op">=</span> <span class="fl">0.2</span>, k2 <span class="op">=</span> <span class="fl">0.02</span>, g <span class="op">=</span> <span class="fl">0.5</span>,</span></span> +<span class="r-in"><span>                                  f_parent_to_M1 <span class="op">=</span> <span class="fl">0.5</span>, k_M1 <span class="op">=</span> <span class="fl">0.3</span>,</span></span> +<span class="r-in"><span>                                  f_M1_to_M2 <span class="op">=</span> <span class="fl">0.7</span>, k_M2 <span class="op">=</span> <span class="fl">0.02</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                                 <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fl">100</span>, M1 <span class="op">=</span> <span class="fl">0</span>, M2 <span class="op">=</span> <span class="fl">0</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                                 <span class="va">sampling_times</span><span class="op">)</span></span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="va">d_synth_SFO_par</span> <span class="op"><-</span> <span class="fu"><a href="mkinpredict.html">mkinpredict</a></span><span class="op">(</span><span class="va">m_synth_SFO_par</span>,</span></span> +<span class="r-in"><span>                               <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>k_parent <span class="op">=</span> <span class="fl">0.2</span>,</span></span> +<span class="r-in"><span>                                 f_parent_to_M1 <span class="op">=</span> <span class="fl">0.8</span>, k_M1 <span class="op">=</span> <span class="fl">0.01</span>,</span></span> +<span class="r-in"><span>                                 f_parent_to_M2 <span class="op">=</span> <span class="fl">0.2</span>, k_M2 <span class="op">=</span> <span class="fl">0.02</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                                 <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fl">100</span>, M1 <span class="op">=</span> <span class="fl">0</span>, M2 <span class="op">=</span> <span class="fl">0</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                                 <span class="va">sampling_times</span><span class="op">)</span></span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="va">d_synth_DFOP_par</span> <span class="op"><-</span> <span class="fu"><a href="mkinpredict.html">mkinpredict</a></span><span class="op">(</span><span class="va">m_synth_DFOP_par</span>,</span></span> +<span class="r-in"><span>                               <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>k1 <span class="op">=</span> <span class="fl">0.3</span>, k2 <span class="op">=</span> <span class="fl">0.02</span>, g <span class="op">=</span> <span class="fl">0.7</span>,</span></span> +<span class="r-in"><span>                                 f_parent_to_M1 <span class="op">=</span> <span class="fl">0.6</span>, k_M1 <span class="op">=</span> <span class="fl">0.04</span>,</span></span> +<span class="r-in"><span>                                 f_parent_to_M2 <span class="op">=</span> <span class="fl">0.4</span>, k_M2 <span class="op">=</span> <span class="fl">0.01</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                                 <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span>parent <span class="op">=</span> <span class="fl">100</span>, M1 <span class="op">=</span> <span class="fl">0</span>, M2 <span class="op">=</span> <span class="fl">0</span><span class="op">)</span>,</span></span> +<span class="r-in"><span>                                 <span class="va">sampling_times</span><span class="op">)</span></span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="co"># Construct names for datasets with errors</span></span></span> +<span class="r-in"><span><span class="va">d_synth_names</span> <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/paste.html" class="external-link">paste0</a></span><span class="op">(</span><span class="st">"d_synth_"</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="st">"SFO_lin"</span>, <span class="st">"SFO_par"</span>,</span></span> +<span class="r-in"><span>                                     <span class="st">"DFOP_lin"</span>, <span class="st">"DFOP_par"</span><span class="op">)</span><span class="op">)</span></span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="co"># Original function used or adding errors. The add_err function now published</span></span></span> +<span class="r-in"><span><span class="co"># with this package is a slightly generalised version where the names of</span></span></span> +<span class="r-in"><span><span class="co"># secondary compartments that should have an initial value of zero (M1 and M2</span></span></span> +<span class="r-in"><span><span class="co"># in this case) are not hardcoded any more.</span></span></span> +<span class="r-in"><span><span class="co"># add_err = function(d, sdfunc, LOD = 0.1, reps = 2, seed = 123456789)</span></span></span> +<span class="r-in"><span><span class="co"># {</span></span></span> +<span class="r-in"><span><span class="co">#   set.seed(seed)</span></span></span> +<span class="r-in"><span><span class="co">#   d_long = mkin_wide_to_long(d, time = "time")</span></span></span> +<span class="r-in"><span><span class="co">#   d_rep = data.frame(lapply(d_long, rep, each = 2))</span></span></span> +<span class="r-in"><span><span class="co">#   d_rep$value = rnorm(length(d_rep$value), d_rep$value, sdfunc(d_rep$value))</span></span></span> +<span class="r-in"><span><span class="co">#</span></span></span> +<span class="r-in"><span><span class="co">#   d_rep[d_rep$time == 0 & d_rep$name %in% c("M1", "M2"), "value"] <- 0</span></span></span> +<span class="r-in"><span><span class="co">#   d_NA <- transform(d_rep, value = ifelse(value < LOD, NA, value))</span></span></span> +<span class="r-in"><span><span class="co">#   d_NA$value <- round(d_NA$value, 1)</span></span></span> +<span class="r-in"><span><span class="co">#   return(d_NA)</span></span></span> +<span class="r-in"><span><span class="co"># }</span></span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="co"># The following is the simplified version of the two-component model of Rocke</span></span></span> +<span class="r-in"><span><span class="co"># and Lorenzato (1995)</span></span></span> +<span class="r-in"><span><span class="va">sdfunc_twocomp</span> <span class="op">=</span> <span class="kw">function</span><span class="op">(</span><span class="va">value</span>, <span class="va">sd_low</span>, <span class="va">rsd_high</span><span class="op">)</span> <span class="op">{</span></span></span> +<span class="r-in"><span>  <span class="fu"><a href="https://rdrr.io/r/base/MathFun.html" class="external-link">sqrt</a></span><span class="op">(</span><span class="va">sd_low</span><span class="op">^</span><span class="fl">2</span> <span class="op">+</span> <span class="va">value</span><span class="op">^</span><span class="fl">2</span> <span class="op">*</span> <span class="va">rsd_high</span><span class="op">^</span><span class="fl">2</span><span class="op">)</span></span></span> +<span class="r-in"><span><span class="op">}</span></span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="co"># Add the errors.</span></span></span> +<span class="r-in"><span><span class="kw">for</span> <span class="op">(</span><span class="va">d_synth_name</span> <span class="kw">in</span> <span class="va">d_synth_names</span><span class="op">)</span></span></span> +<span class="r-in"><span><span class="op">{</span></span></span> +<span class="r-in"><span>  <span class="va">d_synth</span> <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/get.html" class="external-link">get</a></span><span class="op">(</span><span class="va">d_synth_name</span><span class="op">)</span></span></span> +<span class="r-in"><span>  <span class="fu"><a href="https://rdrr.io/r/base/assign.html" class="external-link">assign</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/paste.html" class="external-link">paste0</a></span><span class="op">(</span><span class="va">d_synth_name</span>, <span class="st">"_a"</span><span class="op">)</span>, <span class="fu"><a href="add_err.html">add_err</a></span><span class="op">(</span><span class="va">d_synth</span>, <span class="kw">function</span><span class="op">(</span><span class="va">value</span><span class="op">)</span> <span class="fl">3</span><span class="op">)</span><span class="op">)</span></span></span> +<span class="r-in"><span>  <span class="fu"><a href="https://rdrr.io/r/base/assign.html" class="external-link">assign</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/paste.html" class="external-link">paste0</a></span><span class="op">(</span><span class="va">d_synth_name</span>, <span class="st">"_b"</span><span class="op">)</span>, <span class="fu"><a href="add_err.html">add_err</a></span><span class="op">(</span><span class="va">d_synth</span>, <span class="kw">function</span><span class="op">(</span><span class="va">value</span><span class="op">)</span> <span class="fl">7</span><span class="op">)</span><span class="op">)</span></span></span> +<span class="r-in"><span>  <span class="fu"><a href="https://rdrr.io/r/base/assign.html" class="external-link">assign</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/paste.html" class="external-link">paste0</a></span><span class="op">(</span><span class="va">d_synth_name</span>, <span class="st">"_c"</span><span class="op">)</span>, <span class="fu"><a href="add_err.html">add_err</a></span><span class="op">(</span><span class="va">d_synth</span>,</span></span> +<span class="r-in"><span>                           <span class="kw">function</span><span class="op">(</span><span class="va">value</span><span class="op">)</span> <span class="fu">sdfunc_twocomp</span><span class="op">(</span><span class="va">value</span>, <span class="fl">0.5</span>, <span class="fl">0.07</span><span class="op">)</span><span class="op">)</span><span class="op">)</span></span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="op">}</span></span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="va">d_synth_err_names</span> <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></span> +<span class="r-in"><span>  <span class="fu"><a href="https://rdrr.io/r/base/paste.html" class="external-link">paste</a></span><span class="op">(</span><span class="fu"><a href="https://rdrr.io/r/base/rep.html" class="external-link">rep</a></span><span class="op">(</span><span class="va">d_synth_names</span>, each <span class="op">=</span> <span class="fl">3</span><span class="op">)</span>, <span class="va">letters</span><span class="op">[</span><span class="fl">1</span><span class="op">:</span><span class="fl">3</span><span class="op">]</span>, sep <span class="op">=</span> <span class="st">"_"</span><span class="op">)</span></span></span> +<span class="r-in"><span><span class="op">)</span></span></span> +<span class="r-in"><span></span></span> +<span class="r-in"><span><span class="co"># This is just one example of an evaluation using the kinetic model used for</span></span></span> +<span class="r-in"><span><span class="co"># the generation of the data</span></span></span> +<span class="r-in"><span>  <span class="va">fit</span> <span class="op"><-</span> <span class="fu"><a href="mkinfit.html">mkinfit</a></span><span class="op">(</span><span class="va">m_synth_SFO_lin</span>, <span class="va">synthetic_data_for_UBA_2014</span><span class="op">[[</span><span class="fl">1</span><span class="op">]</span><span class="op">]</span><span class="op">$</span><span class="va">data</span>,</span></span> +<span class="r-in"><span>                 quiet <span class="op">=</span> <span class="cn">TRUE</span><span class="op">)</span></span></span> +<span class="r-in"><span>  <span class="fu"><a href="plot.mkinfit.html">plot_sep</a></span><span class="op">(</span><span class="va">fit</span><span class="op">)</span></span></span>  <span class="r-plt img"><img src="synthetic_data_for_UBA_2014-1.png" alt="" width="700" height="433"></span> -<span class="r-in">  <span class="fu"><a href="https://rdrr.io/pkg/saemix/man/summary-methods.html" class="external-link">summary</a></span><span class="op">(</span><span class="va">fit</span><span class="op">)</span></span> -<span class="r-out co"><span class="r-pr">#></span> mkin version used for fitting:    1.1.0 </span> -<span class="r-out co"><span class="r-pr">#></span> R version used for fitting:       4.2.0 </span> -<span class="r-out co"><span class="r-pr">#></span> Date of fit:     Wed May 18 20:42:21 2022 </span> -<span class="r-out co"><span class="r-pr">#></span> Date of summary: Wed May 18 20:42:21 2022 </span> +<span class="r-in"><span>  <span class="fu"><a href="https://rdrr.io/pkg/saemix/man/summary-methods.html" class="external-link">summary</a></span><span class="op">(</span><span class="va">fit</span><span class="op">)</span></span></span> +<span class="r-out co"><span class="r-pr">#></span> mkin version used for fitting:    1.2.0 </span> +<span class="r-out co"><span class="r-pr">#></span> R version used for fitting:       4.2.2 </span> +<span class="r-out co"><span class="r-pr">#></span> Date of fit:     Thu Nov 17 14:04:10 2022 </span> +<span class="r-out co"><span class="r-pr">#></span> Date of summary: Thu Nov 17 14:04:11 2022 </span>  <span class="r-out co"><span class="r-pr">#></span> </span>  <span class="r-out co"><span class="r-pr">#></span> Equations:</span>  <span class="r-out co"><span class="r-pr">#></span> d_parent/dt = - k_parent * parent</span> @@ -258,7 +264,7 @@ Compare also the code in the example section to see the degradation models."><!-  <span class="r-out co"><span class="r-pr">#></span> </span>  <span class="r-out co"><span class="r-pr">#></span> Model predictions using solution type deSolve </span>  <span class="r-out co"><span class="r-pr">#></span> </span> -<span class="r-out co"><span class="r-pr">#></span> Fitted using 830 model solutions performed in 1.716 s</span> +<span class="r-out co"><span class="r-pr">#></span> Fitted using 833 model solutions performed in 0.574 s</span>  <span class="r-out co"><span class="r-pr">#></span> </span>  <span class="r-out co"><span class="r-pr">#></span> Error model: Constant variance </span>  <span class="r-out co"><span class="r-pr">#></span> </span> @@ -310,15 +316,15 @@ Compare also the code in the example section to see the degradation models."><!-  <span class="r-out co"><span class="r-pr">#></span> log_k_M2         2.819e-02    7.166e-02 -3.929e-01  1.000e+00      -2.658e-01</span>  <span class="r-out co"><span class="r-pr">#></span> f_parent_qlogis -4.624e-01   -5.682e-01  7.478e-01 -2.658e-01       1.000e+00</span>  <span class="r-out co"><span class="r-pr">#></span> f_M1_qlogis      1.614e-01    4.102e-01 -8.109e-01  5.419e-01      -8.605e-01</span> -<span class="r-out co"><span class="r-pr">#></span> sigma            2.063e-07   -1.980e-07  1.088e-07  1.041e-07       7.820e-09</span> +<span class="r-out co"><span class="r-pr">#></span> sigma           -2.900e-08   -8.030e-09 -2.741e-08  3.938e-08      -2.681e-08</span>  <span class="r-out co"><span class="r-pr">#></span>                 f_M1_qlogis      sigma</span> -<span class="r-out co"><span class="r-pr">#></span> parent_0          1.614e-01  2.063e-07</span> -<span class="r-out co"><span class="r-pr">#></span> log_k_parent      4.102e-01 -1.980e-07</span> -<span class="r-out co"><span class="r-pr">#></span> log_k_M1         -8.109e-01  1.088e-07</span> -<span class="r-out co"><span class="r-pr">#></span> log_k_M2          5.419e-01  1.041e-07</span> -<span class="r-out co"><span class="r-pr">#></span> f_parent_qlogis  -8.605e-01  7.820e-09</span> -<span class="r-out co"><span class="r-pr">#></span> f_M1_qlogis       1.000e+00 -6.495e-08</span> -<span class="r-out co"><span class="r-pr">#></span> sigma            -6.495e-08  1.000e+00</span> +<span class="r-out co"><span class="r-pr">#></span> parent_0          1.614e-01 -2.900e-08</span> +<span class="r-out co"><span class="r-pr">#></span> log_k_parent      4.102e-01 -8.030e-09</span> +<span class="r-out co"><span class="r-pr">#></span> log_k_M1         -8.109e-01 -2.741e-08</span> +<span class="r-out co"><span class="r-pr">#></span> log_k_M2          5.419e-01  3.938e-08</span> +<span class="r-out co"><span class="r-pr">#></span> f_parent_qlogis  -8.605e-01 -2.681e-08</span> +<span class="r-out co"><span class="r-pr">#></span> f_M1_qlogis       1.000e+00  4.971e-08</span> +<span class="r-out co"><span class="r-pr">#></span> sigma             4.971e-08  1.000e+00</span>  <span class="r-out co"><span class="r-pr">#></span> </span>  <span class="r-out co"><span class="r-pr">#></span> Backtransformed parameters:</span>  <span class="r-out co"><span class="r-pr">#></span> Confidence intervals for internally transformed parameters are asymmetric.</span> @@ -355,8 +361,8 @@ Compare also the code in the example section to see the degradation models."><!-  <span class="r-out co"><span class="r-pr">#></span> </span>  <span class="r-out co"><span class="r-pr">#></span> Data:</span>  <span class="r-out co"><span class="r-pr">#></span>  time variable observed  predicted residual</span> -<span class="r-out co"><span class="r-pr">#></span>     0   parent    101.5  1.021e+02 -0.56249</span> -<span class="r-out co"><span class="r-pr">#></span>     0   parent    101.2  1.021e+02 -0.86249</span> +<span class="r-out co"><span class="r-pr">#></span>     0   parent    101.5  1.021e+02 -0.56248</span> +<span class="r-out co"><span class="r-pr">#></span>     0   parent    101.2  1.021e+02 -0.86248</span>  <span class="r-out co"><span class="r-pr">#></span>     1   parent     53.9  4.873e+01  5.17118</span>  <span class="r-out co"><span class="r-pr">#></span>     1   parent     47.5  4.873e+01 -1.22882</span>  <span class="r-out co"><span class="r-pr">#></span>     3   parent     10.4  1.111e+01 -0.70773</span> @@ -365,8 +371,8 @@ Compare also the code in the example section to see the degradation models."><!-  <span class="r-out co"><span class="r-pr">#></span>     7   parent      0.3  5.772e-01 -0.27717</span>  <span class="r-out co"><span class="r-pr">#></span>    14   parent      3.5  3.264e-03  3.49674</span>  <span class="r-out co"><span class="r-pr">#></span>    28   parent      3.2  1.045e-07  3.20000</span> -<span class="r-out co"><span class="r-pr">#></span>    90   parent      0.6  9.534e-10  0.60000</span> -<span class="r-out co"><span class="r-pr">#></span>   120   parent      3.5 -5.941e-10  3.50000</span> +<span class="r-out co"><span class="r-pr">#></span>    90   parent      0.6  9.530e-10  0.60000</span> +<span class="r-out co"><span class="r-pr">#></span>   120   parent      3.5 -5.940e-10  3.50000</span>  <span class="r-out co"><span class="r-pr">#></span>     1       M1     36.4  3.479e+01  1.61088</span>  <span class="r-out co"><span class="r-pr">#></span>     1       M1     37.4  3.479e+01  2.61088</span>  <span class="r-out co"><span class="r-pr">#></span>     3       M1     34.3  3.937e+01 -5.07027</span> @@ -376,9 +382,9 @@ Compare also the code in the example section to see the degradation models."><!-  <span class="r-out co"><span class="r-pr">#></span>    14       M1      5.8  1.995e+00  3.80469</span>  <span class="r-out co"><span class="r-pr">#></span>    14       M1      1.2  1.995e+00 -0.79531</span>  <span class="r-out co"><span class="r-pr">#></span>    60       M1      0.5  2.111e-06  0.50000</span> -<span class="r-out co"><span class="r-pr">#></span>    90       M1      3.2 -9.675e-10  3.20000</span> -<span class="r-out co"><span class="r-pr">#></span>   120       M1      1.5  7.671e-10  1.50000</span> -<span class="r-out co"><span class="r-pr">#></span>   120       M1      0.6  7.671e-10  0.60000</span> +<span class="r-out co"><span class="r-pr">#></span>    90       M1      3.2 -9.670e-10  3.20000</span> +<span class="r-out co"><span class="r-pr">#></span>   120       M1      1.5  7.670e-10  1.50000</span> +<span class="r-out co"><span class="r-pr">#></span>   120       M1      0.6  7.670e-10  0.60000</span>  <span class="r-out co"><span class="r-pr">#></span>     1       M2      4.8  4.455e+00  0.34517</span>  <span class="r-out co"><span class="r-pr">#></span>     3       M2     20.9  2.153e+01 -0.62527</span>  <span class="r-out co"><span class="r-pr">#></span>     3       M2     19.3  2.153e+01 -2.22527</span> @@ -394,7 +400,7 @@ Compare also the code in the example section to see the degradation models."><!-  <span class="r-out co"><span class="r-pr">#></span>    90       M2     10.8  1.013e+01  0.67130</span>  <span class="r-out co"><span class="r-pr">#></span>   120       M2      9.8  5.521e+00  4.27893</span>  <span class="r-out co"><span class="r-pr">#></span>   120       M2      3.3  5.521e+00 -2.22107</span> -<span class="r-in"><span class="co"># }</span></span> +<span class="r-in"><span><span class="co"># }</span></span></span>  </code></pre></div>      </div>    </div> @@ -409,7 +415,7 @@ Compare also the code in the example section to see the degradation models."><!-  </div>  <div class="pkgdown"> -  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.0.3.</p> +  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.0.6.</p>  </div>        </footer></div> | 
