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Diffstat (limited to 'vignettes/FOCUS_D.html')
| -rw-r--r-- | vignettes/FOCUS_D.html | 102 |
1 files changed, 56 insertions, 46 deletions
diff --git a/vignettes/FOCUS_D.html b/vignettes/FOCUS_D.html index 0507740f..cb512e99 100644 --- a/vignettes/FOCUS_D.html +++ b/vignettes/FOCUS_D.html @@ -11,7 +11,7 @@ <meta name="author" content="Johannes Ranke" /> -<meta name="date" content="2019-01-31" /> +<meta name="date" content="2019-04-04" /> <title>Example evaluation of FOCUS Example Dataset D</title> @@ -372,7 +372,7 @@ $(document).ready(function () { <h1 class="title toc-ignore">Example evaluation of FOCUS Example Dataset D</h1> <h4 class="author"><em>Johannes Ranke</em></h4> -<h4 class="date"><em>2019-01-31</em></h4> +<h4 class="date"><em>2019-04-04</em></h4> </div> @@ -438,16 +438,16 @@ print(FOCUS_2006_D)</code></pre> <pre class="r"><code>fit <- mkinfit(SFO_SFO, FOCUS_2006_D, quiet = TRUE)</code></pre> <p>A plot of the fit including a residual plot for both observed variables is obtained using the <code>plot_sep</code> method for <code>mkinfit</code> objects, which shows separate graphs for all compounds and their residuals.</p> <pre class="r"><code>plot_sep(fit, lpos = c("topright", "bottomright"))</code></pre> -<p><img 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width="768" /></p> <p>Confidence intervals for the parameter estimates are obtained using the <code>mkinparplot</code> function.</p> <pre class="r"><code>mkinparplot(fit)</code></pre> -<p><img src="data:image/png;base64,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" 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" width="768" /></p> <p>A comprehensive report of the results is obtained using the <code>summary</code> method for <code>mkinfit</code> objects.</p> <pre class="r"><code>summary(fit)</code></pre> -<pre><code>## mkin version used for fitting: 0.9.47.5 -## R version used for fitting: 3.5.2 -## Date of fit: Thu Jan 31 16:45:24 2019 -## Date of summary: Thu Jan 31 16:45:24 2019 +<pre><code>## mkin version used for fitting: 0.9.49.1 +## R version used for fitting: 3.5.3 +## Date of fit: Thu Apr 4 17:06:46 2019 +## Date of summary: Thu Apr 4 17:06:46 2019 ## ## Equations: ## d_parent/dt = - k_parent_sink * parent - k_parent_m1 * parent @@ -455,9 +455,10 @@ print(FOCUS_2006_D)</code></pre> ## ## Model predictions using solution type deSolve ## -## Fitted with method Port using 153 model solutions performed in 0.684 s +## Fitted with method using 202 model solutions performed in 0.554 s ## -## Weighting: none +## Error model: +## NULL ## ## Starting values for parameters to be optimised: ## value type @@ -465,6 +466,7 @@ print(FOCUS_2006_D)</code></pre> ## k_parent_sink 0.1000 deparm ## k_parent_m1 0.1001 deparm ## k_m1_sink 0.1002 deparm +## sigma 1.0000 error ## ## Starting values for the transformed parameters actually optimised: ## value lower upper @@ -472,6 +474,7 @@ print(FOCUS_2006_D)</code></pre> ## log_k_parent_sink -2.302585 -Inf Inf ## log_k_parent_m1 -2.301586 -Inf Inf ## log_k_m1_sink -2.300587 -Inf Inf +## sigma 1.000000 0 Inf ## ## Fixed parameter values: ## value type @@ -479,33 +482,40 @@ print(FOCUS_2006_D)</code></pre> ## ## Optimised, transformed parameters with symmetric confidence intervals: ## Estimate Std. Error Lower Upper -## parent_0 99.600 1.61400 96.330 102.900 -## log_k_parent_sink -3.038 0.07826 -3.197 -2.879 -## log_k_parent_m1 -2.980 0.04124 -3.064 -2.897 -## log_k_m1_sink -5.248 0.13610 -5.523 -4.972 +## parent_0 99.600 1.53000 96.490 102.700 +## log_k_parent_sink -3.038 0.07433 -3.189 -2.887 +## log_k_parent_m1 -2.980 0.03931 -3.060 -2.901 +## log_k_m1_sink -5.248 0.12980 -5.511 -4.984 +## sigma 3.046 0.34060 2.355 3.738 ## ## Parameter correlation: -## parent_0 log_k_parent_sink log_k_parent_m1 log_k_m1_sink -## parent_0 1.00000 0.6075 -0.06625 -0.1701 -## log_k_parent_sink 0.60752 1.0000 -0.08740 -0.6253 -## log_k_parent_m1 -0.06625 -0.0874 1.00000 0.4716 -## log_k_m1_sink -0.17006 -0.6253 0.47164 1.0000 -## -## Residual standard error: 3.211 on 36 degrees of freedom +## parent_0 log_k_parent_sink log_k_parent_m1 +## parent_0 1.000e+00 6.067e-01 -6.372e-02 +## log_k_parent_sink 6.067e-01 1.000e+00 -8.550e-02 +## log_k_parent_m1 -6.372e-02 -8.550e-02 1.000e+00 +## log_k_m1_sink -1.688e-01 -6.252e-01 4.731e-01 +## sigma -1.333e-06 -2.592e-08 -1.153e-06 +## log_k_m1_sink sigma +## parent_0 -1.688e-01 -1.333e-06 +## log_k_parent_sink -6.252e-01 -2.592e-08 +## log_k_parent_m1 4.731e-01 -1.153e-06 +## log_k_m1_sink 1.000e+00 -5.292e-07 +## sigma -5.292e-07 1.000e+00 ## ## Backtransformed parameters: ## Confidence intervals for internally transformed parameters are asymmetric. ## t-test (unrealistically) based on the assumption of normal distribution ## for estimators of untransformed parameters. ## Estimate t value Pr(>t) Lower Upper -## parent_0 99.600000 61.720 2.024e-38 96.330000 1.029e+02 -## k_parent_sink 0.047920 12.780 3.050e-15 0.040890 5.616e-02 -## k_parent_m1 0.050780 24.250 3.407e-24 0.046700 5.521e-02 -## k_m1_sink 0.005261 7.349 5.758e-09 0.003992 6.933e-03 +## parent_0 99.600000 65.080 2.070e-38 96.490000 1.027e+02 +## k_parent_sink 0.047920 13.450 1.071e-15 0.041210 5.573e-02 +## k_parent_m1 0.050780 25.440 1.834e-24 0.046880 5.500e-02 +## k_m1_sink 0.005261 7.705 2.408e-09 0.004042 6.846e-03 +## sigma 3.046000 8.944 7.220e-11 2.355000 3.738e+00 ## ## Chi2 error levels in percent: ## err.min n.optim df -## All data 6.398 4 15 +## All data 6.572 5 14 ## parent 6.827 3 6 ## m1 4.490 1 9 ## @@ -522,16 +532,16 @@ print(FOCUS_2006_D)</code></pre> ## ## Data: ## time variable observed predicted residual -## 0 parent 99.46 99.59848 -1.385e-01 -## 0 parent 102.04 99.59848 2.442e+00 -## 1 parent 93.50 90.23787 3.262e+00 -## 1 parent 92.50 90.23787 2.262e+00 -## 3 parent 63.23 74.07320 -1.084e+01 -## 3 parent 68.99 74.07320 -5.083e+00 +## 0 parent 99.46 99.59847 -1.385e-01 +## 0 parent 102.04 99.59847 2.442e+00 +## 1 parent 93.50 90.23786 3.262e+00 +## 1 parent 92.50 90.23786 2.262e+00 +## 3 parent 63.23 74.07319 -1.084e+01 +## 3 parent 68.99 74.07319 -5.083e+00 ## 7 parent 52.32 49.91207 2.408e+00 ## 7 parent 55.13 49.91207 5.218e+00 -## 14 parent 27.27 25.01257 2.257e+00 -## 14 parent 26.64 25.01257 1.627e+00 +## 14 parent 27.27 25.01258 2.257e+00 +## 14 parent 26.64 25.01258 1.627e+00 ## 21 parent 11.50 12.53462 -1.035e+00 ## 21 parent 11.64 12.53462 -8.946e-01 ## 35 parent 2.85 3.14787 -2.979e-01 @@ -544,22 +554,22 @@ print(FOCUS_2006_D)</code></pre> ## 0 m1 0.00 0.00000 0.000e+00 ## 1 m1 4.84 4.80296 3.704e-02 ## 1 m1 5.64 4.80296 8.370e-01 -## 3 m1 12.91 13.02400 -1.140e-01 -## 3 m1 12.96 13.02400 -6.400e-02 -## 7 m1 22.97 25.04476 -2.075e+00 -## 7 m1 24.47 25.04476 -5.748e-01 -## 14 m1 41.69 36.69002 5.000e+00 -## 14 m1 33.21 36.69002 -3.480e+00 -## 21 m1 44.37 41.65310 2.717e+00 -## 21 m1 46.44 41.65310 4.787e+00 +## 3 m1 12.91 13.02399 -1.140e-01 +## 3 m1 12.96 13.02399 -6.399e-02 +## 7 m1 22.97 25.04475 -2.075e+00 +## 7 m1 24.47 25.04475 -5.748e-01 +## 14 m1 41.69 36.69001 5.000e+00 +## 14 m1 33.21 36.69001 -3.480e+00 +## 21 m1 44.37 41.65309 2.717e+00 +## 21 m1 46.44 41.65309 4.787e+00 ## 35 m1 41.22 43.31312 -2.093e+00 ## 35 m1 37.95 43.31312 -5.363e+00 ## 50 m1 41.19 41.21831 -2.831e-02 ## 50 m1 40.01 41.21831 -1.208e+00 -## 75 m1 40.09 36.44704 3.643e+00 -## 75 m1 33.85 36.44704 -2.597e+00 -## 100 m1 31.04 31.98163 -9.416e-01 -## 100 m1 33.13 31.98163 1.148e+00 +## 75 m1 40.09 36.44703 3.643e+00 +## 75 m1 33.85 36.44703 -2.597e+00 +## 100 m1 31.04 31.98162 -9.416e-01 +## 100 m1 33.13 31.98162 1.148e+00 ## 120 m1 25.15 28.78984 -3.640e+00 ## 120 m1 33.31 28.78984 4.520e+00</code></pre> |