diff options
Diffstat (limited to 'inst/web/vignettes/FOCUS_L.html')
-rw-r--r-- | inst/web/vignettes/FOCUS_L.html | 74 |
1 files changed, 37 insertions, 37 deletions
diff --git a/inst/web/vignettes/FOCUS_L.html b/inst/web/vignettes/FOCUS_L.html index 828d9def..05b9bdbd 100644 --- a/inst/web/vignettes/FOCUS_L.html +++ b/inst/web/vignettes/FOCUS_L.html @@ -233,17 +233,17 @@ FOCUS_2006_L1_mkin <- mkin_wide_to_long(FOCUS_2006_L1)</code></pre> <p>Since mkin version 0.9-32 (July 2014), we can use shorthand notation like <code>"SFO"</code> for parent only degradation models. The following two lines fit the model and produce the summary report of the model fit. This covers the numerical analysis given in the FOCUS report.</p> <pre class="r"><code>m.L1.SFO <- mkinfit("SFO", FOCUS_2006_L1_mkin, quiet = TRUE) summary(m.L1.SFO)</code></pre> -<pre><code>## mkin version: 0.9.43 +<pre><code>## mkin version: 0.9.43.9000 ## R version: 3.3.1 -## Date of fit: Tue Jun 28 01:59:45 2016 -## Date of summary: Tue Jun 28 01:59:45 2016 +## Date of fit: Tue Jun 28 08:19:32 2016 +## Date of summary: Tue Jun 28 08:19:32 2016 ## ## Equations: ## d_parent = - k_parent_sink * parent ## ## Model predictions using solution type analytical ## -## Fitted with method Port using 37 model solutions performed in 0.243 s +## Fitted with method Port using 37 model solutions performed in 0.245 s ## ## Weighting: none ## @@ -315,21 +315,21 @@ summary(m.L1.SFO)</code></pre> ## 30 parent 4.0 5.251 -1.2513</code></pre> <p>A plot of the fit is obtained with the plot function for mkinfit objects.</p> <pre class="r"><code>plot(m.L1.SFO, show_errmin = TRUE, main = "FOCUS L1 - SFO")</code></pre> -<p><img 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" 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" alt /><!-- --></p> <p>The residual plot can be easily obtained by</p> <pre class="r"><code>mkinresplot(m.L1.SFO, ylab = "Observed", xlab = "Time")</code></pre> -<p><img src="data:image/png;base64,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" 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" alt /><!-- --></p> <p>For comparison, the FOMC model is fitted as well, and the <span class="math inline"><em>χ</em><sup>2</sup></span> error level is checked.</p> <pre class="r"><code>m.L1.FOMC <- mkinfit("FOMC", FOCUS_2006_L1_mkin, quiet=TRUE)</code></pre> <pre><code>## Warning in mkinfit("FOMC", FOCUS_2006_L1_mkin, quiet = TRUE): Optimisation by method Port did not converge. ## Convergence code is 1</code></pre> <pre class="r"><code>plot(m.L1.FOMC, show_errmin = TRUE, main = "FOCUS L1 - FOMC")</code></pre> -<p><img src="data:image/png;base64,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" 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" alt /><!-- --></p> <pre class="r"><code>summary(m.L1.FOMC, data = FALSE)</code></pre> -<pre><code>## mkin version: 0.9.43 +<pre><code>## mkin version: 0.9.43.9000 ## R version: 3.3.1 -## Date of fit: Tue Jun 28 01:59:47 2016 -## Date of summary: Tue Jun 28 01:59:47 2016 +## Date of fit: Tue Jun 28 08:19:34 2016 +## Date of summary: Tue Jun 28 08:19:34 2016 ## ## ## Warning: Optimisation by method Port did not converge. @@ -341,7 +341,7 @@ summary(m.L1.SFO)</code></pre> ## ## Model predictions using solution type analytical ## -## Fitted with method Port using 188 model solutions performed in 1.241 s +## Fitted with method Port using 188 model solutions performed in 1.216 s ## ## Weighting: none ## @@ -410,7 +410,7 @@ FOCUS_2006_L2_mkin <- mkin_wide_to_long(FOCUS_2006_L2)</code></pre> <pre class="r"><code>m.L2.SFO <- mkinfit("SFO", FOCUS_2006_L2_mkin, quiet=TRUE) plot(m.L2.SFO, show_residuals = TRUE, show_errmin = TRUE, main = "FOCUS L2 - SFO")</code></pre> -<p><img src="data:image/png;base64,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" 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" alt /><!-- --></p> <p>The <span class="math inline"><em>χ</em><sup>2</sup></span> error level of 14% suggests that the model does not fit very well. This is also obvious from the plots of the fit, in which we have included the residual plot.</p> <p>In the FOCUS kinetics report, it is stated that there is no apparent systematic error observed from the residual plot up to the measured DT90 (approximately at day 5), and there is an underestimation beyond that point.</p> <p>We may add that it is difficult to judge the random nature of the residuals just from the three samplings at days 0, 1 and 3. Also, it is not clear <em>a priori</em> why a consistent underestimation after the approximate DT90 should be irrelevant. However, this can be rationalised by the fact that the FOCUS fate models generally only implement SFO kinetics.</p> @@ -421,19 +421,19 @@ plot(m.L2.SFO, show_residuals = TRUE, show_errmin = TRUE, <pre class="r"><code>m.L2.FOMC <- mkinfit("FOMC", FOCUS_2006_L2_mkin, quiet = TRUE) plot(m.L2.FOMC, show_residuals = TRUE, main = "FOCUS L2 - FOMC")</code></pre> -<p><img src="data:image/png;base64,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" 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" alt /><!-- --></p> <pre class="r"><code>summary(m.L2.FOMC, data = FALSE)</code></pre> -<pre><code>## mkin version: 0.9.43 +<pre><code>## mkin version: 0.9.43.9000 ## R version: 3.3.1 -## Date of fit: Tue Jun 28 01:59:49 2016 -## Date of summary: Tue Jun 28 01:59:49 2016 +## Date of fit: Tue Jun 28 08:19:36 2016 +## Date of summary: Tue Jun 28 08:19:36 2016 ## ## Equations: ## d_parent = - (alpha/beta) * 1/((time/beta) + 1) * parent ## ## Model predictions using solution type analytical ## -## Fitted with method Port using 81 model solutions performed in 0.534 s +## Fitted with method Port using 81 model solutions performed in 0.537 s ## ## Weighting: none ## @@ -491,12 +491,12 @@ plot(m.L2.FOMC, show_residuals = TRUE, <pre class="r"><code>m.L2.DFOP <- mkinfit("DFOP", FOCUS_2006_L2_mkin, quiet = TRUE) plot(m.L2.DFOP, show_residuals = TRUE, show_errmin = TRUE, main = "FOCUS L2 - DFOP")</code></pre> -<p><img 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" 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LHVlB4TrxpYWdx6B+uCLu3pVBbAHjcVNPg7SvcR4eN9RUnrHawLur6TU1kAe9xU0Ncjfv+zgd9o+rjV89Y7WBd0ZxOnsgD2uKmg/wnHR63+LVI5tPAh6x2sC3qkhlNZAHvcVFCamZiop/v6f3RS4nnrgp4r51wWwJz/KxTBnGI2bjd31RX11gW9XVTdLEA555LY80A6PV+CZhZQZUQA4D7wJSj1l76VAHgknAkadkHdNEDrcCZotX/UTQO0DmeCNtqlbhqgdTgTtCNmmgM54EzQHt+rmwZoHc4EfXu+ummA1uFM0JET1U0DtA5ngk6KVTcN0DqcCfrlW+qmAVqHM0F/eFXdNEDrcCborx3UTQO0DmeC7n7O6mbgsXAm6LGq6qYBWoczQS+WUTcN0DqcCXpPp24aoHU4E1Tvla5uHqBxOBOUBqSomwdoHN4ELS816wLwTHgTtOZhdfMAjcOboE13qJsHaBwnBSXZUJRXStDodYrCAnfDSUETBXYVeXPbzoFhB212tzeRl5Sgr33rYD3AM5DxEf96D7HtOdBWb7sTeUkJ+u4cB+sBnoEMQcNXie2qcFu97U7kJSXoqPEO1gM8AxmC+q8Q2+U2R6mxO5GXlKBfjHCwHuAZyBC0UVexfUnirdGI3Ym8pASN6+9gPcAzkCHoVtJvx46++azOI2PG7kReUoKueMXBeoBnIOc86I7mgSVb77bd3d5EXlKC/tbWwXqAZ5C3E3kdG2Cm4Ezrr9rzrLN5gFsjQ1D9tIYlr42SNSfcjfg4Ez4LrPc4UVlOXOC2yBB0etAGcm1d0a9t9dZ/PYtmzqpUuO5PEh2kPuKvhDpYD/AM5JwHnUPJNTrR5lvdF4W+o9NDl+6fXEjCUClBH/g6WA/wDGQI6rNZFPRXP1u9y46lNHKN8OCjOtY7SAlKCz5xsCDgEcgQtPoUUVAp84wUXUtp4SThwXqJezgkBS1+w8GCgEcgQ9AFuoVk5YdeNseha/MOpfU3CA8mRFnvIClohdMOFgQ8AhmCZk7SERL2jc3eh4u+fWh1pX13f/RfZr2DpKB1bF8lBTwMWedBM8/bvXPo5FvFCSEFWkhd3ikpaIutDhYEPAIZgs5x8L62B2evS08qIylo5zUOFgQ8AhmCFvLutdPyJyKnkRS0j+3vDsDDkCHorbim5H9TryvLKynoEInfQIFnIu+3+AuTqhXsqiivpKCjxyqKC9wMmReLJH5Wgs1Nc3T6UEVxgZshR9DTn9ckkWOVna+UFPSrvoriAjdDhqBRpPigPUqPkiQFXf2SwsjArZAhaNd1KvxcLinollbKgwP3QYag9c+okFdS0P11VYgO3AYZgjZXY2wFSUFPlVMhOnAb5Nw0V/2rQ+III4rySgqaWRM/JYGnyBCU6dhMlG6qhDFsQRa8jW4n0CpO3VRAy3Ao6OHS99XNBTRM3t7V+RQbgtJuE5TFBm4Eo7s67WJL0LPFFV6JAtwHRnd12sWWoPTdIYpiAzeC0V2ddrEpaHIJNX4LAO4Ao7s67WJTUPpZD0XBgfvA6K5Ou9gWNLX0HkXRgdvA6K5Ou9gWlH5fJ0NZfOAmsLqr0x52BKUt5inNANwCDk/UGzhe4qq6CYE2kSFoYr1v6Bc6hRfd2ROUjuijKD5wE2QI2rpD8t2AX56PVpTXrqD3ymDOOSBvlo/ldHEbuiLQZne5E3k95cdq6Q9/W7j5sYP1AfdEhqABK+jrE+gKiWHrjMieyCsb7d+LaDGwWeSfDhYI3BIZgrbveTrgrL5PQ1u9ZU/klY2E/CuF9tdgjMfoycgQ9J9Q0o0OKWFzmg/ZE3llY2pUjLjoPd/BCoE7Iuc0U8alTJpi+0S67Im8svH2nOri2I0zMJKDJ8PoPKjsibyyMWr03yHXKP0QV4d6MnIuWP6hfpGgVn/Y7i53Iq9sHCj7Rah3vWmljjlYIXBHZAgal+/9hJ3v5fvZzgusTeS1jWQxxW5G/f983i3T1ruGgwUCt0SGoJXfFdu3ayvK68A76C9Rfw1q7LexKoZc9mRkCKozDOv9s8TheQ6iJE8ROSDocPFNNjbms1EOJALuigxBmxg+nSc2t9U70QhJkBrfwQFB35krNI8q9xruYIXAHZEh6NGwJTdvfh1+wlbvIk+/bFrv4ICgi7qI7aFCGHLZk3FSUELsmWckqV6tf8Xu16Q6OCDog8iJafTxmOB6aQ6WCNwQJwVNzIbN7k+G+y9VKCi9EBNYO+DlS9GfOFgicEPknKi/e8WR4Ws3luhzX5mglKb8fZvS5DJ2zrkCN8ZpQf/pEkyIfwubv8QbudKiklJBjewo9Z/jnYF74aygXxR4dfvV23vf9frU/ksyJsdI3rvkjKB0ZAfF8zIBjeKkoFvym8Zk+jXfJkV5nRI0rcEMRcmAdnFS0CYvm9e7xSjK65Sg9Hyo1G/6wM1xUlBd1t3A80spyuucoHRXSJKidECrOClo6FNBQxXldVJQOrPmA0X5gEZxUtCYrI/47ozv6rSkL4Zr8kicPkj60bi6Md+vivI6LeijetMUJQTaxNnTTFMK9EpITtn7rpfCa4ycFpReCN2iLCXQIk6fqD8cXZyQIi12KczrvKB0R/BxhUmB9pDzU+eta8rPm8sQlC4Pu6g4L9AYvA4eZpWJ1W6rWwXgHk0JSt9rocI8tkBLaEvQjBd74Fd5z0JbgtIH9R24SAW4ERoTlCZXwulQj0JrgtLLFaaqWgjgG80JSi9GLFCzEMA32hOUni+/SMVCAN9oUFB6qswy9QoBfKNFQen/hSqbRQxoB00KShPLYjQHD0GbgtLzFWNVKgTwjUYFpf/VGozflDwBrQpKUxoOMIxCrl8zfPD3mNjTbWElqPJ5kuxxv+0LqZTebdZw2uw2NTFvorvCSFA15kmyR/qgGhfooAHiJ/2YzoqjAT5hJKga8yTZZ1aZA8WviA8eFUlVIRzgEEaCqjFPkgNsDClgfBAu9VUCaBxGgqoxT5IjHCzwofhWnVoEd827KRzPk+QQg4o3Hjdpy6DX1IkGuIPVUbwK8yQ5xJ2y+QtV9y1+Xp1ogDvYnQe1Nk9ScnycCR+VrpmLfTmht27YO3gHdVfy9kT9sQFmCqr0Y3qIcHR0osrr/vgO6qYwEjR9YoQuWhyQLl7+LB+OkFZQbO/3LfiTKuEAdzASdFLA4u3dQ68zF5SazoP6BcViLhC3hJGgFWZRmhHdnb2g77wpfs8d/eKVtg3OqBMRcAUjQX3FAcIv+OxmLujd5g2mzWld6yrVzy4xHdeMuB+MBK02RGzHlU9hLSjVrx0+eJnBzKQ2tSR++AfahZGgS0j7OEqfNKzShbWg2VkZMvg+g7DAhTASVL+6aTNhkdrfOy8Fpf91q/gLi7jAZbA+D/r4pPXtbASldFPlDhIZgSbR7BX1UqTNKjH4DqPYIO9xO0Epvf5m6DyM0uguuKGglB7uGP5dJsP4IO9wS0EpTWhUbR3TBCCPcFNBKd1QM2oN3kW1j9sKSumWBlW/TWeeBbDFjQUVFG1e4Uucudc2bi0opX++VOLDC3mSCbDBzQWl9Nzw4q8onXUMuA63F5TS1LlVnpl5K8/SAVXxAEEFEl4L6Lkdx/RaxDMEpTRlds1yH2OuT+3hKYIKHIsNqzMDR0waw4MEpTRzW78Sz07FKDlawqMEFUjfPKBk1Li/MfitVvA0QQUytg2rWGbgBtxJrwk8UFCRf6e10LWYdBAH9tzjoYIKpP4yuEqJrvOO4dOeazxXUJHL3/WrWKLLrL2GQR/G1KoQg6HEecOzBRW5smxQTV3jD34I8n3xzcgCS11dDsgJBBVJ3To+KH/Q82M2DCyEC/T4AoKaKDz/0tpR7UPyVR/27aGHri4GZAFBTXgZL3kKfGPyqzV9Izt/vHR/Xt8bunv0kG8e53FO/oGgJgLGiW2612axPbl6XPc6hUObD5iy+kgezR+S0Sfys5mdK+ByAQsgqImBfqcozWxdNNumi1sWDO9czTe4QfeRcb8dZ3xp/pyW4rvn4po465UTCGqmSf5K9Qr778/9xNU/l014s01l32I1Or312Tebjt1gkr7h1q9faR97peIxJtG1CwTNYttrnabY+mnpxuH1X37ap13VEoXK1I/uO2rWsj+OXlHvO2O5um1+3DQyqO7vqkXUGv/MGLsm9wCaENR5nlzau37R+MGvNq8WWtA/on77Hu+Nmf3t+l3HLt9TEDSspdj+4eWp76D6t3XFixSPTLLcrt3JZPng7um9G5fOHvPea50aVS2lyx8YUbtZp+4DPhw/I27FL9sOnjyf4ujI5GE1xKOxOX6eOsTpNO9B/3fp+4AIy+0ankyWQzJuJR3avuGHuMmfDB3QtWPzqEplAwuSwOCIGlEt23btMeCd2E8mT42LW7ly05adBw8mJV1MSckaRCq8d9iICa2qNd7syvpdSOgrYnuiwBGL7ZqeTFYT6FOuJR09+MfvK7+Pmzt5fOzwAQO6dm3fuklUVEREmcDAQoToAgPDIiJ0FZ4JC6/R0qdj166vDxgw4N1YgYmTBRaK00otXimyZouBXQeNHE8ycTUlCyXfMlxKwU2GRdEZFtvzdjLZ/a3NeE13Kp47k5qScjEpaU7Z9fu2bHqxnuDht4KRc0U3PxItHShOK9W7q8iLxn3XOMpIlQgToYFZ6Eh2CgbmIjRCmspRyni2tXzyV2vdWnDCz/KNK28nk03dYiYywal4HsC8oE69wjure3t0WkouriZJk3hQGXu3yCei7KYtl2hcgf8s/gRXTSbbYI9T8TyBG+uXeuohvMCfvmU+n/e8XzfL7a6aTBaCgpxsKRtQ0i8218jDeTuZ7FMgKLBAf/bvR7m3uupEPQQFDgFBAddAUMA1rhK0pX/uU3SFST5mMAzNEo2WnT/3P65cvE65RtBHuc/QpfzQ6iwzwnYyC/1JX2ahT3kxC3221zhmof+ItPKvKxOH72tQWVBrrI9mFzuc3YhMM4YyC53uxSw0HTSfWejEysxCSwNBpYCglkBQ54GglkBQp4GglkBQx4GgUkBQSyCo80BQSyCo00BQSyCo40BQKSCoJe4q6OmF7GKPYTdAyC6JS15VQD+CWWi6ai+z0HfGMwstTR4ICoB8ICjgGggKuAaCAq6BoIBrICjgGggKuAaCAq6BoIBrICjgGggKuAaCAq6BoIBr2Au6pl6RJmyusEkyDJYZyyBy/UTDgkXpxtAMStd/V8Ov4hRxugLVy84KzW6PS8Jc0K1eI9f0LnyGRejfycL4+Ph9qsdNm0MMFjEo3RyaQek/kcGbZhadxKLsrNCs9rgNmAv6wvvC/4HtPrbf0Xnml2YRlS70JkaL1C89KzSD0pu2E5rFESzKzgrNaI/bgrWgem9xDq0ldVjEHtaM3mUwg1vysWMGixiUbg7NovRmcUKzXceibHNoVnvcFqwFTSHiDG4JpVjEfiGyLCnyYa6xUVXAYBGb0k1vzmxKz+jeidUeF0Mz3OOSsBb0DBFnFDpakEXsOjX3pW4NG8cgssEiNqUbBWVT+oXokCRGZRtCM9zjkrAW9Da5KbQJwcwSLItkENRgEZvSjYIaULn0tPE+3a+zKdsU2giTPS4J8++gPoeEdmltZgkOFGYQ1PgdlEnp2QRVt/TU58rtFpcMyjaHNsJkj0vC/ih+pNB0ZnHqLNl7mdDOrme3o/OYviiyKN0QmkXp/Sub5rpRv2xzaIZ7XBLmgm7znrFrhC7XZKJq0KforF/H+a1hENkoKJPSjaHVL/2xT5d4EQZlPw3Nbo9Lkge/JEX5N2EzlerD4WV8a69iEdn0OcyidGNo9Us/aZqFjqpf9tPQ7Pa4JPgtHnANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVco7KgP08GwAGmPnCNoA1eiwXAPiWPukjQPerGA25KDQgKeAaCAq6BoIBrICjgGggKuAaCAq6BoIBrICjgGo4E/XvKqBXp6mYBmocbQTPfKfvhhDbPnFY3jZa4t33dWVfXwB/cCLqw0X2hnVdX3TQaYklI8xdCe911dRm8wY2gjf4QW33EcXXzaIaNEScofdj/JVfXwRuMBE2fGKGLFifZi5d4XS5By58zLNr+7lQe96H9CrF9EnzR1YVwBiNBJwUs3t499LoTgjbcblhUPOZUHvch3Pj9s81mF9fBG4wErTCL0ozo7k4IOrf5I6H9qpbeqTzuQ03jpJm197m4Dt5gJKjvJqG54LPbQtB/s65DDVxt8YqMvhXGzIyJPOFUGpEra1e6w8Hvx2+I7e4yONGWE0aCVhsituPKp+QU9PIU85X83vNyvebPse8veexUFgH9qKDOL4e89cTZ13HH3Toxv+waH7TJ1XXwBiNBl5D2ccJX/oZVuki8ThfvVDxJpjVJFv5xOw9TJ5orSZvdsfE751xdBXcwElS/umkzYZHa35uxoOX/EdvkAO2/hQKrsD4P+vik9e0qCZpW0HhQFX5OlXCAO1x1ol6td1BditimF72tTjjAG1oXtMcYsV3UXJ1ogDu0LuiVij1+3jiwtPNnp4A20Lqg9OHUmA7j7qgUDHCH5gUF7g0EBVwDQQHXyBA0sd439Atd/TOK8kJQ4BAyBG3dIfluwC/PRyvK65igqcfvK8oCNI8MQf2X08Vt6IpARXkdEfRyV/9ndD2uKcoDNI4MQQNW0Ncn0BU6RXkdEPTh/z57TB9+VA0/s3syMgRt3/N0wFl9n4aK8jog6FcxhkXbZYoSAW0jQ9B/Qkk3OqTEbkV5HRD03TmGxdQRihIBbSPnNFPGpUyakqEsrwOCDvvCsBj3sbJMQNNwfB50XT3xf4K0GlvUzQw0hZOCJmZDUV4HBNV36HggdW/rFxXlARrHSUFJNhTldeQ0U9qMGrpac3EXmUfD6CPe7hstfkkCDiFb0EfnbfWub/2Ndm9rMwWmOVMl8FjkCHpPfGOcX9Rm91nE2hAhD/7YYsJ3kcMlAk9GhqArCohvjPk/stn9ibftMWzwEQ8cQubpPe8AAAq7SURBVIagVfrfq/fP+Vp/2e6/MNnm0xA0F9dWfXXA1TXwhwxBC/1MRy2hPyq7Tw2CWjI96OV+/2tv+39rD0SGoIGL6Mp+9C9/RXkhqAWrnrlMafqH7Vxdhwt5fMPKRhmCtq2y/3TI1fHhioqBoBa0Wie26aWTXF2Iqzja0q9E6YWZlptlCHo4NJYOz1foR0XlQFALPH0A3+PBi9PpsWc/sdwu5zRT5h1Kbym81B2CWhBlHDC1+iEX1+EqeswU2+QAyyFiOL5YxLMY/7I4ytSmiFyfcR5CxX8Ni+bbLbbLuWkujy4W8Swetmy85OchwbtcXYerqGQcHKbxDovtMgTNs4tFPAv9st4xY6wdx3oGb0wU20uB9yy2y/yIT93YWNm42xAU5CApZMpfO9dXnWq5XfZ30OUtFdUDQUFO4vwK5C/Q8aHlZtmC7mJ+VyfwJHaW2UOfpLzS23K73IOkA62rKaoHgoIcRH8rtg+KX7XYLvsgKXynonogKMhBhPEntNaWd6DhPCjggmqHDYt6lhfJQVDABcMGi+2RYMtxZHi+aQ54EDcr9tt7ckHoSsvtMm473lXkzW07B4YdtNn9zEd1ShUMrh0rdbYUgoKcpI6uX7n7kVybZXzEv95DbHsOtNV7T+H23yYcTVgao5O4SByCAoeQIWj4KrFdZfN60EZ9TLMWD2tqvQMEBQ4hZ3zQFWK73OZdnf5rTQ8SimTfvD3QDPENDCx+kdLegVhiaWPpZXn1iH1BG3UV25ck3hqNRJlH/JpWL8f22ykmdLNTUu4KG56kYImljWU1599Bt5J+O3b0zZdgq/dPXu/vv5F289BI77XWO+AjHjiEnPOgO5oHlmxtZ3jQrdHehBCfmG0Sz0NQ4BDsTtTrU87c1ks+C0GBQzgraOJlXFEP8hBnBSXdcEU9yEPwWzzgGggKuAZTIQKu4XsqRODx8DwVIgA8T4WY51zc46nDenAMx1Mh5jHf6PJ55YvGxKCcwfFUiHnLyvxDKd0RUN/VdYCccDwVYt4S1k1sz+Q75epCQA5wHtREwc2GReAMF9cBciJDUP20hiWvjVquLC93ghb62bAoMs/FdYCcyBB0etAGcm1d0a8V5eVO0CqGSSF25rvu6kJADuTckzSHkmt0YmVFebkTdE+BFodvjC3Y1dV1gJzIENRnsyjor36K8nInKD1YIT/xH+vqKoAFMgStPkUU9KM6ivLyJyjgEhmCLtAtJCs/9PpeRrb0JDOFIShwBBmCZk7SERL2jZxsuyLM5J8i5/VWOPlSULEOtkc5ARpG1nnQzPMpSvOq9RF/IGju9VtLQjapEw1wh9ZP1LdcKrbbKqkTDXCHs4JmJG45Ly5vnxikKK9KgmZ6PzIsg66pEg5wh5OCXqpHCHnneseSnNw0l17IeE1AmYuqhAPc4aSgrxaesvmb8pWrzvr2Zz5u+ahl+An9eCiu5HRTnBQ0ZIzQbCL/Ks7rkKBJn/efdN52l3XlEyg9XG2h4oIAnzg7wrI49OIlIj1iiKM4IuiC4BGLhgbZOZ+1LjK0XKkliusBnOKsoOJYYNdUOKJ3QNDjIReE9kzQaTv9rl5QXg7gFY4FHTvSsBii1il9oEU4FvTtLw2Lme8rzwY0C8ezfHw+1LB4C9e4ezIyZvnIq9HtzpYUaztQ8rKiREDb8PxT5+rgXuNeDVmvbmKgLXgWlN786tPFii9LAZqGa0EBgKCAaxgJmj4xQhctTrAcL/E6CAocgpGgkwIWb+8eeh2CAoUwErTCLEozortDUKAQRoL6ivdgXPDZDUGBMhgJWm2I2I4rnwJBgSIYCbqEtI+j9EnDKl1yvO7mSjM+C3K9JvHLz3/FdccgJ4wE1a9u2kxYpPb3zvG6o13N6JZZviI29O2Pn6tr5/pk4GmwPg/6+KT17Q32WGz4pt5toZ3ynLw0wF1hKujU+5JP5RK06W9iqy8nITTwUJgKSqRvBs4laPlzhkXb32XkAe4LN4LWN84/X9nReoBnwI2gM9qlC+3yqsrvxwPuBFNBNz2WfCqXoGmvVP3iqx5hR2SkAW6Mq65myiUopZtH9JsnfVQFPBOOBAUgNxAUcA0EBVwDQQHXQFDANRAUcA0EBVwDQQHXQFDANS4TdGRcLj5v14sZLXsyC925E7PQvVqwC/18F2ahX+2c+x9XLqVdJGj8gNw011VhRsFIZqGDizELXTkfs9BVAkOYhY7wtfKvK5PBd10jqDXWR7OLHX6WWegZQ5mFTvdiFpoOms8sdKKymbDlAUGlgKCWQFDngaCWQFCngaCWQFDHgaBSQFBLIKjzQFBLIKjTQFBLIKjjQFApIKgl7irophfZxa7IbjrkuR8wC51RmFloOngRs9CnqzELLU0eCJpxm13sm+xCP2J4px/DslOlb7lVDMOyJckDQQGQDwQFXANBAddAUMA1EBRwDQQFXANBAddAUMA1EBRwDQQFXANBAddAUMA1EBRwDXtB19Qr0mQvk8hJRCSWQeT6iYYFi9KNoRmUrv+uhl/FKRmUQdlZodntcUmYC7rVa+Sa3oXPsAj9O1kYHx+/T/W4aXOIwSIGpZtDMyj9JzJ408yik1iUnRWa1R63AXNBX3hf+D+w3ccsQs8vzSIqXehNjBapX3pWaAalN20nNIsjWJSdFZrRHrcFa0H13vuFdkkdFrGHNaN3Gcy/lHzsmMEiBqWbQ7MovVmc0GzXsSjbHJrVHrcFa0FTyA2hTSjFIvYLkWVJkQ+fMIhssIhN6aY3ZzalZ3TvxGqPi6EZ7nFJWAt6hqQJ7dGCLGLXqbkvdWvYOAaRDRaxKd0oKJvSL0SHJDEq2xCa4R6XhLWgt4l4I0tCMLMEyyIZBDVYxKZ0o6AGVC49bbxP9+tsyjaFNsJkj0vC/DuozyGhXVqbWYIDLO6QNH4HZVJ6NkHVLT31uXK7xSWDss2hjTDZ45KwP4ofKTSdWZw6S/ZeJrSz6zEIbfqiyKJ0Q2gWpfevfMv4QP2yzaEZ7nFJmAu6zXvGrhG6JBah+xSd9es4vzUMIhsFZVK6MbT6pT/26RIvwqDsp6HZ7XFJ8uCXpCj/JgeYRH44vIxv7VUsIps+h1mUbgytfukniRGqftlPQ7Pb45Lgt3jANRAUcA0EBVwDQQHXQFDANRAUcA0EBVwDQQHXQFDANRAUcA0EBVwDQQHXQFDANRAUcA0EBVwDQQHXQFDANRAUcA0EBVwDQQHXQFDANRAUcA0EBVwDQQHXQFDANRAUcA0EVZtGpoFi2I046VFAULXZuXbtWjJ37dqNOYZaBDKBoCwwmdntsovrcAMgKAvw1qkaEJQFJkHFBVnbKihyxdIageFrKc2Mq+FbYWYez5OhbSAoC7IL2vBixgjSITljaAilk3WTfp9dcrqLq9MUEJQF2QX9g9Kj5KLY0EzdQmHr+oauLU5bQFAWZBdU+C9R3MtCc954Aqqka4vTFhCUBRKC3iIrr4m4tjhtAUFZICEoDRPn3lg3yqW1aQwIygIpQb/2GrVxUsAPri1OW0BQFkgJqv+upm+leNfWpjEgKOAaCAq4BoICroGggGsgKOAaCAq4BoICroGggGsgKOAaCAq4BoICroGggGsgKOAaCAq4BoICroGggGsgKOAaCAq4BoICroGggGsgKOAaCAq4BoICroGggGsgKOCa/wfeq2hwQDWDCAAAAABJRU5ErkJggg==" alt /><!-- --></p> <pre class="r"><code>summary(m.L2.DFOP, data = FALSE)</code></pre> -<pre><code>## mkin version: 0.9.43 +<pre><code>## mkin version: 0.9.43.9000 ## R version: 3.3.1 -## Date of fit: Tue Jun 28 01:59:52 2016 -## Date of summary: Tue Jun 28 01:59:52 2016 +## Date of fit: Tue Jun 28 08:19:39 2016 +## Date of summary: Tue Jun 28 08:19:39 2016 ## ## Equations: ## d_parent = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 * @@ -505,7 +505,7 @@ plot(m.L2.DFOP, show_residuals = TRUE, show_errmin = TRUE, ## ## Model predictions using solution type analytical ## -## Fitted with method Port using 336 model solutions performed in 2.286 s +## Fitted with method Port using 336 model solutions performed in 2.267 s ## ## Weighting: none ## @@ -574,7 +574,7 @@ FOCUS_2006_L3_mkin <- mkin_wide_to_long(FOCUS_2006_L3)</code></pre> mm.L3 <- mmkin(c("SFO", "FOMC", "DFOP"), cores = 1, list("FOCUS L3" = FOCUS_2006_L3_mkin), quiet = TRUE) plot(mm.L3)</code></pre> -<p><img src="data:image/png;base64,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" 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" alt /><!-- --></p> <p>The <span class="math inline"><em>χ</em><sup>2</sup></span> error level of 21% as well as the plot suggest that the SFO model does not fit very well. The FOMC model performs better, with an error level at which the <span class="math inline"><em>χ</em><sup>2</sup></span> test passes of 7%. Fitting the four parameter DFOP model further reduces the <span class="math inline"><em>χ</em><sup>2</sup></span> error level considerably.</p> </div> <div id="accessing-elements-of-mmkin-objects" class="section level2"> @@ -582,10 +582,10 @@ plot(mm.L3)</code></pre> <p>The objects returned by mmkin are arranged like a matrix, with models as a row index and datasets as a column index.</p> <p>We can extract the summary and plot for <em>e.g.</em> the DFOP fit, using square brackets for indexing which will result in the use of the summary and plot functions working on mkinfit objects.</p> <pre class="r"><code>summary(mm.L3[["DFOP", 1]])</code></pre> -<pre><code>## mkin version: 0.9.43 +<pre><code>## mkin version: 0.9.43.9000 ## R version: 3.3.1 -## Date of fit: Tue Jun 28 01:59:55 2016 -## Date of summary: Tue Jun 28 01:59:56 2016 +## Date of fit: Tue Jun 28 08:19:41 2016 +## Date of summary: Tue Jun 28 08:19:42 2016 ## ## Equations: ## d_parent = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 * @@ -594,7 +594,7 @@ plot(mm.L3)</code></pre> ## ## Model predictions using solution type analytical ## -## Fitted with method Port using 137 model solutions performed in 0.907 s +## Fitted with method Port using 137 model solutions performed in 0.924 s ## ## Weighting: none ## @@ -661,7 +661,7 @@ plot(mm.L3)</code></pre> ## 91 parent 15.0 15.18 -0.18181 ## 120 parent 12.0 10.19 1.81395</code></pre> <pre class="r"><code>plot(mm.L3[["DFOP", 1]], show_errmin = TRUE)</code></pre> -<p><img 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" 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Nje+aNGi5oTyiKRgXJ6jC6+L8SeX8QhNFHgcqOB5rpkkr/c8zJc8cJ6mycy0FTeIZd3Eg+OqX7KxBVUWWnZqmLf2/8s7zlGrpquPrRIoxPEAwdwsHkW3MUPHag+HTRG0rzG/4I6ZxPy/qwsl1xJc0AZYEGgNTaqTzcaPVC3avlCkr+wnuPLQof6NP4YdPh4FdnWeRy2hYIFgTqvV5+udTW29JcVYsg8n9gTsysIFGo80KzgVlGfPN8enxwPFgQa1Ed92ltgC3wBv08Iqb2ZPxMZYHgBE9tBVVvDIxpgQyhYEug+buSBAyPKJRlb2jWeEMfL/JltToYXMLWhnjcj3MxVgzLMku2gBzq6e3Y5bHTpru8R0nI7f2ZmoOEFzAg06WUzVw3KMJk21J92HZu8qd7x++ucfzS8gBmB5rhiKxNYEKhqbhvPO9PXGl/84rseHMc932mrwOVmBEr6493xYEGg87y2c3e2ui43dY1HV+4Kf/K7OYGeqIE9STbPku2giwl3h8yqL2lecwIlbTdJmgPKAAsCddijDvSnSpLmNSvQOIGXQoHtsCDQJnPUgQpt4DSTWYHm18bB6m2dBYF+57SU2/CB3WpJ85oVKPn6bUmTgPJZEGh+lBPHVf9B2rzmBfrIK03aNKB0Fm0Hzb+WJXVe8wIlEROlTgTKZkGgiyXXScwO9JY7NtbbNgsCrWA/+GDxVyKLZmagZOhsqTOBolkQaGZ0MFf3q7vS5jU30LNVn0qbCJTNsn3xf0Y1Lt9H0rzmBkq6fCdpHlA4C18skvppZWkHazI70AueFyVNBMpmSaB/fNGMq/3JH5LmNTtQ8m0g7uRtmAWBBnIe445JfZZkfqAkNJI/yY0e0m/+I4mTgvJYEGifrRT+pIkINL3qPnKv6esx6wb7S/urDQpkQaAtaezdEREo2VM9Y8R/1We+6UxhZlAUCwLtuIrCvGICJZPectNs1cp1o7GPAJTEkjfNNflfsvoII5LmFRXok2bPFTzmrY37eFtjQaBmHZvJFFGBkj/sPlT/k+36r6RJQXkYPUZ9cR9U5J/KP5Z4uB1QIIUEmjfKrtE7/gOxncnmyPWuTlNEBkrIqZqdzkqbEpRIxnd1GiU6UJLdZjj+gNoept/VWdTDIQ1OS5oTFIjpd3UWt9FrhvA77aFMYvpdnSX82eGVG5KmBaVh+12dJeR94bUIh122JWy/q9OASz3r4qO6bQjj7+o05OeGXc5LnR6UQiEb6ot4Oqfy2Ov0VgVYZkGgqS1+IF86SXzRnZRACcmYUXk0ni3ZBAsC7dLj3n23HT1DJM0rLVBC0j/wmIC/ojbAkk/5WEtWdCXr3SXNKzVQQu7+12Pob1IHAdZZEKjbejJ0Jlkv8OkIZpIeKCH/LKwWtE36MMAyCwLtPugPtyuq4W0kzUsjUEKeLKv38mq86bMssyDQsz5cP/J+ZeMf82EKnUAJUf38unf4TTpjAYMs2cyUdyOfZEk8fDytQHnnR7sPeu+tft/gL2lZpMTtoCUcc3OuM7ZXI4mHiwIWWfKC5TUtXbw675U2L9VA2y/L39HDq5W0o0UBkywINLpcWNLBCeW2SJqXZqDp7urHG2njyr0ahxeSlDUWBFp/vPp0bHNJ89IM9I/amn9UdjHtfT+6Rm9cYIAFgTppPj1ui4vRxdMiA3zLV2kefkXgcpqB/uuiee1KSi1Czk306LE5h97QYG0WBNp+jvp0VkdjSx9z7L4qKSUpNtTppOEFqD4GfXfAI0Iyguepzz+ODfaJxEcvlBkWBJpSfWVGxvIaF4wtHTRce/i7yQIfK0810H+HVh/Sr0p44dtBUqdU6bT6McXxwXpEBsrpMba0c7z2TJLAIwGqgfJNxqz7U+/Lp5t6eLx3iuoMYB0iA03VY2zpwGnaM3MFPs2QcqAl3fisRtMF6TJPArKzZEP9/VsmD18bZxd2Ij0nIznCPt7wArIHyj+rTxzi9tZ2bHhSNtGBnn2rCsc5dzK1J35fiD3/KMAhNFHg8lIIlHf/+7beU3BAEiUTG+iXzw/Yfzv7l/F2H5m6giorLbv4X9o/wgtVWCxuPS12aXr1wMW4q1cskYH+/Jz2mEw/ldtlwWzXZxey/8aCq1sm/+chbr3inpTafECTyEDb6z5+uF+oGVcKFPzTVTp38YUerHyl8tgjkj8eD0qfyECddH/4lvgaW1r7RJ9LEnqyX7qB8q7PalhrBg7QrDgiA/V5FqiPsaVdTG0uLfVAeclh3q0X4zV5yiIy0FDdXXx/o+/qvNzipUvqK90RWsAagRKSt3OwW4/YB9aYGiwj+knSuoIvd5YzfgCap1OcY9kLlPdozeuuA7bh1fdKIXYz05znByfdy/plvN10U1fYWXn4QwYD5WV8F+wxaj8O5KgIojfUnw7x4DiXTodMX+NWp3psBsq7/lVz3/clf54jyM+SXZ2Zd8y7ZfNmhwoeZMzKgfIuftrgxXAcspl1ZeJNc5ZKiaxV90McnYRpNh0o7+R//Rt+ojmaY97yvt3Db1l7faAYWw+UENWxyX6NZpx7GNR13a4IL6EXt4CVIFCe6pcp/pUbn+HPJfpLPCAFUIZAC6jqDq5RO/wkaSbwHiqwEgSqVeMKSY6s6+83H9tHmYJAtbrGqU/PODf0HpOA/UzsQKBaW+peIeTpxBBy+cu2LwzciP31jECghZZ49Rz04puZ6rN3lnZzCfkfXvfEAgSqk7599bON9n+v7efe7iu8ftTqEKigp7vfrdog/CieNFkVAjVGdfKjZl4j4vCA1HoQqCnXFnd17r7kT9MLghwQqBnubxxauVnkEexksgIEap68o9OaVR6yTvJnlIJICNR8178LcWkfZe4vDKhAoKI83j2hVrVRm/+x9nrYDgQq2qWF3Vw6zcEf0tKBQC3x6KfxtX3/sz7T2uthAxCopdKWhLi2/vgIDu8oLwQqwdPEiAD33kuFPigCKECgEt1dPcyn9rj4bGuvR1mFQCk4O6+bc+sPD+BlpDJAoHQ8SYxs4dJj7mkcC4IyBEpPVty4up79ovEaPZoQKF3XVwyp6jc8Bp9gTwsCpe/id30864xeK3hcKhABgcpCdXbRG+4Nx63H20akQqCyyf91fi91pPhLKgUClVVe8vxeL9Qf/SMek1oKgcouP2VRb6+aw3743dorokgItHRciB5c3bvPotN4Vb5ICLT0XI0Z1cC1x8yD/1p7RZQEgZaue/FTWldqMyUeT+/NhEBL36MDn7/mVmfY9+fwlnvTEKh15P+2dGgdtx6f7cW7R4xDoFZ0d8sH7ZyavrvqkrVXhGEI1Mpyji8a4O/x2md7/rb2mrAJgbLgTnx4B+e6nYauwRtIikOgrJj7QkCdCnatp6y7au01YYpcgaZFBviWr9I8XOj9Ogi0mI0NbxCS+36LqDerevX85Kd71l4fVsgU6DHH7quSUpJiQ50EPpQAgRbTeYv6NNeX/z/6Zvy0rm41+n65/761V4oBMgUaNFz73ofJwYYXQKDFvHhV88+rCQVfqi6tDmvn3GDIwsMPrbdOLJApUOd47ZkkF8MLINBiAo5p/mlySu97eWd/eK+VY+NhCw/Z7hFKZQo0cJr2zNwWhhdAoMV81ld9n5NQs8SrSXJP/29sy0oNBs3bb5MbomQKNM4u7ER6TkZyhH284QUQaDH/dgyO2TapSpLhS3PP/DA+yKlWn6hdf5XualmdXM/i94XYcxznECr02ZcItLj82CG9PjL6GpK8Cz9O7ezu23P6xjTbeXezfNtBVVlp2cV/j/lZhRwRqIWuxn/cy9+l3fhlJx9be1VKQ+luqD/g4a5Vbg6N8WxW1r75w16q2GjgnN1l/QPEZQo0d1ZNp5DL/JllAtfDXbx0T0+vnNzF07PzpBXJZfePqUyBRrmt2N/f5y4Cld/t3XMGN63YsO/MrZfL4iNTmQKttZB/TB/SH4GWkpyUH8Nf83NuNWrR3jK2k1SmQCvu4k/+dDiMQEtT9qGl4zq84PXKhOjDZeZwkDIF2vh99elnL2Yh0FJ3a8/8ka2cq706edmxMrBpX6ZAV3Ldo/lH8W0avIVArePazi//08K5Wtew6EOKPpS+TIGqNgV34P95MMoegVrTtV1zR7Zx8+o09uu9Cj24idzbQZ9cNPx9BFqKbu39emwnb9dWw6M2X8yx9sqIhFfU24yso8s/6FWnYr03wpcfzbD2ypgNgdqYp+fjZg1r5Vq57YjZm88/KX5p/tkdF9jamopAbdNfB76fGlLXoWa3Cd8kXNG9xO9MYP2eNdsLPCqzDgRqy3J/3zHv3c5+Dg3fmBqdeF2V7vMj//z22xosvYgfgQL5N2XT7JEdfBx8/P8bve9a/hurrL1CehAoFHr41piokR2qOXjWCvt65yVGPvUJgYLOJM1rIP8dMWju2G617f1feSdq/aksK68TAgWdPY3UL9u77/+r+ovcyz8v/aB3c1f3gLc/WJrwu7X+oCJQeGZ4840pP9afWuR7GSfWzRrVuaa9X4fhn6xKulHah4xEoKBnU2jT3rsNXpJ7NXH5h4ODfO1rd3ln5urDN0srVAQKojy5lBAdOaCNDx/qiE9XHbxG7XBnqo2j+sws+boWBAoWeXIx4fsPh7Tzs6/eblDkdzvOST0Q7+Nurb/fMM77aPHvI1CQJPdaUszM0T0aOrk1eX3srNikqxa+GmXWm+pdrDtqF3/ogECBjswz274JH9jOr4Jv67fD5m84clPcnX/gEc0/jX8t9n0ECnTl3TyyYX7Y222qVqjapk/YvHWHr5m1harYwdN0ECjIJPfGkfULJvUN8qvgHRAy9vOVCeeNvQOl03b1aV61tGLfR6AgN9XtU1uXTB/WtaFLpXrBg6YsWHcoreRnma1tfIeQ/Oldin8fgULpeXjxQOxX7/dtV9PBvVHXoRGLNh6+rEs1ymvge41fKXFsNAQK1pB5LmHVrIm9g2pWdG3QcdCkubF7z6X8+M3hkgsiULCu7AuJq+dNHvxKQw/7qQYuRqDAiicl3oFCECgwDoEC0xAoMA2BAtMQKDANgQLTECgwDYEC0xAoMA2BAtMQKDANgQLTECgwDYEC0xAoMA2BAtMQKDANgQLTECgwDYEC0xAoMA2BAtMQKDANgQLT5Ao0LTLAt3yV5uFXBC5HoGAWmQI95th9VVJKUmyo00nDCyBQMItMgQYN135m7uRgwwsgUDCLTIE6x2vPJLnofzulT6HyC0SNB7ZKpkADp2nPzG2h/+3MDYX8EkWNB7ZKpkDj7MJOpOdkJEfYxxteoPUxUeOBrZLrWfy+EHuO4xxChf5QIlAwi3zbQVVZadkqwUsRKJjFWhvqESiYBYEC0xAoMA2BAtMQKDANgQLTrBZoRHQJX3QbLINOcgzao7cMg/a19Z9/UMkmoqtaKdBlo0vq6NRABs/Vk2FQV18ZBq1u6z9/ZQNRTLxvnUAN2RYix6gVS35wqXRDV8kwKH5+KddGoPoYvIGE2MrPj0D1MXgDCbGVnx+B6mPwBhJiKz8/AtXH4A0kxFZ+fgSqj8EbSIit/PwIVB+DN5AQW/n5Eag+Bm8gIbby85dCoLvelGNU1ycyDDpijQyD4ueXcu1SCDQvW45RM+QY9H6ODIPi55dy7VIIFMByCBSYhkCBaQgUmIZAgWkIFJiGQIFpCBSYhkCBaQgUmIZAgWkIFJiGQIFp8ge6uYVL+18ojqeKaVqpzpw86iNfdkkllAc986qr/1wV5UH/Gu7tMSSd0By1peYnfzYenYELRpV6c8ke6D67iM3DHNPoDRjHTdy1wDWK9shPW3DqXyjNQS+6jtv8cfkf6A6a37rmqo2BPQi9UXMWa37yZ+NRGbhwVKk3l+yB9grj/y/qNs30guYK7safrKhJe+SpzTS/UJqDjh3Ln8QspDtoKrebkDTub2qjLrXnClLSjUdjYN2oUm8uuQNV2Z/gT1cG0BuxQzR/st+J8sg7nS6qf6FUB/U4VfAv1UFTuSOE3OUyqY1677ffNCnpxqMycOGokm8uuQPN4tQPl5J86Y6a1/91uiPf8owh6l8ozUEfcXGtnerOz6e7pqrObU6ee7M71VXVpKQbj9bABYGqSbm55A40jVO/iyClPNVB/wzxvkx15LxXhhX8QmkOeoWruzVtk88iyr+DS5U47rnfqa6qJiXdeLQG1gUq6eaSO9BsTv3mmaQqFIfM+dyh/126I8+u96DgF0pz0Lvccf40ph7d38Fxl4/upg9rRXVVNSnpxqM1sDZQiTeX7I9BHZL509jm9EZ80Nb/MO2RQzmNQKqD5j2vPsTgCUe6v4NR9fmTdPVjUHqjFjwGLRyP1sAFgUq9ueR/Fh/Bn7wRTm/AUfUzqY+cdYfHJaXTXd2O6/iT2YF0B430fUrI79x9mqNqn8UXjkdp4IJRpd5csgeaaD//0FSny9TGe+Lw1jI1+iNrfqE0B93i/MX26RU20R001bHLxg3N1dtB6Y1akJJuPEoDa0aVfHOVwp6kQOf2Ap8ub4mLBffGHP2RC24mmoPGNndsvpH2oKdeq+w+8B7VUbWPFnXj0RlYM6rkmwv74oFpCBSYhkCBaQgUmIZAgWkIFJiGQIFpCBSYhkCBaQgUmIZAgWkIFJiGQIFpCBSYhkCBaQgUmIZAgWkIFJiGQIFpCBSYhkCBaQgUmIZAgWkIFJiGQIFpCBSYhkBpC9Ie7IXmESdtGAKl7WB8fDz3dXz8Tv1jDIOlEKgctGX2u2nl9SgDEKgc8KeTGgQqB22g6n+4+M5etdfHNnWvEU9IfnTTirUWqKy8doqCQOWgH2ib63lTuR738iZ5EzLbKSphkec8K6+doiBQOegHupeQFO66+oTkOy3lv7utjXVXTlkQqBz0A01Vf/gW0ZxcK9gA5WndlVMWBCoHgUAzuQ3qT2u4Y92VUxYEKgeBQEl19YdcbJ1u1XVTGAQqB6FAl9tN3xnltsa6K6csCFQOQoGqYppVrLfMuuumMAgUmIZAgWkIFJiGQIFpCBSYhkCBaQgUmIZAgWkIFJiGQIFpCBSYhkCBaQgUmIZAgWkIFJiGQIFpCBSYhkCBaQgUmIZAgWkIFJiGQIFpCF7fOHwAAAAPSURBVBSYhkCBaQgUmPZ/PJTBPWAwX0AAAAAASUVORK5CYII=" alt /><!-- --></p> <p>Here, a look to the model plot, the confidence intervals of the parameters and the correlation matrix suggest that the parameter estimates are reliable, and the DFOP model can be used as the best-fit model based on the <span class="math inline"><em>χ</em><sup>2</sup></span> error level criterion for laboratory data L3.</p> <p>This is also an example where the standard t-test for the parameter <code>g_ilr</code> is misleading, as it tests for a significant difference from zero. In this case, zero appears to be the correct value for this parameter, and the confidence interval for the backtransformed parameter <code>g</code> is quite narrow.</p> </div> @@ -679,20 +679,20 @@ mm.L4 <- mmkin(c("SFO", "FOMC"), cores = 1, list("FOCUS L4" = FOCUS_2006_L4_mkin), quiet = TRUE) plot(mm.L4)</code></pre> -<p><img src="data:image/png;base64,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" 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" alt /><!-- --></p> <p>The <span class="math inline"><em>χ</em><sup>2</sup></span> error level of 3.3% as well as the plot suggest that the SFO model fits very well. The error level at which the <span class="math inline"><em>χ</em><sup>2</sup></span> test passes is slightly lower for the FOMC model. However, the difference appears negligible.</p> <pre class="r"><code>summary(mm.L4[["SFO", 1]], data = FALSE)</code></pre> -<pre><code>## mkin version: 0.9.43 +<pre><code>## mkin version: 0.9.43.9000 ## R version: 3.3.1 -## Date of fit: Tue Jun 28 01:59:57 2016 -## Date of summary: Tue Jun 28 01:59:58 2016 +## Date of fit: Tue Jun 28 08:19:42 2016 +## Date of summary: Tue Jun 28 08:19:43 2016 ## ## Equations: ## d_parent = - k_parent_sink * parent ## ## Model predictions using solution type analytical ## -## Fitted with method Port using 46 model solutions performed in 0.306 s +## Fitted with method Port using 46 model solutions performed in 0.307 s ## ## Weighting: none ## @@ -742,17 +742,17 @@ plot(mm.L4)</code></pre> ## DT50 DT90 ## parent 106 352</code></pre> <pre class="r"><code>summary(mm.L4[["FOMC", 1]], data = FALSE)</code></pre> -<pre><code>## mkin version: 0.9.43 +<pre><code>## mkin version: 0.9.43.9000 ## R version: 3.3.1 -## Date of fit: Tue Jun 28 01:59:57 2016 -## Date of summary: Tue Jun 28 01:59:58 2016 +## Date of fit: Tue Jun 28 08:19:43 2016 +## Date of summary: Tue Jun 28 08:19:43 2016 ## ## Equations: ## d_parent = - (alpha/beta) * 1/((time/beta) + 1) * parent ## ## Model predictions using solution type analytical ## -## Fitted with method Port using 66 model solutions performed in 0.42 s +## Fitted with method Port using 66 model solutions performed in 0.414 s ## ## Weighting: none ## |