From 3f92dbd25be8e33802de01346014ce641289a420 Mon Sep 17 00:00:00 2001
From: amyheather <a.heather2@exeter.ac.uk>
Date: Thu, 21 Nov 2024 10:19:59 +0000
Subject: [PATCH] Built site for gh-pages

---
 .nojekyll                            |  2 +-
 evaluation/badges.html               |  4 ++--
 evaluation/reproduction_report.html  | 14 ++++++------
 evaluation/reproduction_success.html | 16 +++++++-------
 evaluation/scope.html                | 16 +++++++-------
 listings.json                        |  2 +-
 logbook/logbook.html                 | 32 ++++++++++++++--------------
 logbook/posts/2024_07_03/index.html  |  2 +-
 logbook/posts/2024_07_04/index.html  |  2 +-
 logbook/posts/2024_07_05/index.html  |  2 +-
 logbook/posts/2024_07_08/index.html  |  4 ++--
 logbook/posts/2024_07_09/index.html  |  6 +++---
 logbook/posts/2024_07_11/index.html  |  2 +-
 logbook/posts/2024_07_12/index.html  |  4 ++--
 logbook/posts/2024_07_15/index.html  |  2 +-
 logbook/posts/2024_11_21/index.html  |  4 ++--
 search.json                          |  2 +-
 sitemap.xml                          |  2 +-
 18 files changed, 59 insertions(+), 59 deletions(-)

diff --git a/.nojekyll b/.nojekyll
index c219112..6a24aa1 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-afbefdf0
\ No newline at end of file
+d77e4b27
\ No newline at end of file
diff --git a/evaluation/badges.html b/evaluation/badges.html
index 236d9f6..cec47d3 100644
--- a/evaluation/badges.html
+++ b/evaluation/badges.html
@@ -266,7 +266,7 @@ <h1 class="title">Journal badges</h1>
 <p><em>Caveat: Please note that these criteria are based on available information about each badge online. Moreover, we focus only on reproduction of the discrete-event simulation, and not on other aspects of the article. We cannot guarantee that the badges below would have been awarded in practice by these journals.</em></p>
 <section id="criteria" class="level2">
 <h2 class="anchored" data-anchor-id="criteria">Criteria</h2>
-<div id="1efe33f6" class="cell" data-execution_count="1">
+<div id="c6080bd1" class="cell" data-execution_count="1">
 <details class="code-fold">
 <summary>Code</summary>
 <div class="sourceCode cell-code" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> IPython.display <span class="im">import</span> display, Markdown</span>
@@ -397,7 +397,7 @@ <h2 class="anchored" data-anchor-id="criteria">Criteria</h2>
 </section>
 <section id="badges" class="level2">
 <h2 class="anchored" data-anchor-id="badges">Badges</h2>
-<div id="ab4b59fc" class="cell" data-execution_count="2">
+<div id="2cefd415" class="cell" data-execution_count="2">
 <details class="code-fold">
 <summary>Code</summary>
 <div class="sourceCode cell-code" id="cb2"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Full badge names</span></span>
diff --git a/evaluation/reproduction_report.html b/evaluation/reproduction_report.html
index b1f4f73..dd023db 100644
--- a/evaluation/reproduction_report.html
+++ b/evaluation/reproduction_report.html
@@ -297,7 +297,7 @@ <h2 class="anchored" data-anchor-id="computational-reproducibility">Computationa
 <p><strong>Consensus: Successfully reproduced</strong></p>
 <p>“Exclusive-Use Scenario. In this scenario, the overall wait time probability at angioINR was reduced compared to baseline (red line in Figure 2B compared to Figure 2A). This represents a <strong>decrease in ECR patient wait time for angioINR by an average of 6 min</strong>.” <span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span></p>
 <p>Reproduction:</p>
-<div id="b7ad75e2" class="cell" data-execution_count="1">
+<div id="ea90a7e4" class="cell" data-execution_count="1">
 <div class="cell-output cell-output-display" data-execution_count="1">
 <div>
 <div>
@@ -337,7 +337,7 @@ <h2 class="anchored" data-anchor-id="computational-reproducibility">Computationa
 <p><strong>Consensus: Successfully reproduced</strong></p>
 <p>“Two angioINRs Scenario. This scenario simulates the effect a facility upgrade to two biplane angiographic suites, but without additional staff changes. The wait time probability at angioINR was reduced compared to baseline (Figure 2C). The reduction represents an <strong>average of 4 min less in queue for angioINR</strong>.” <span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span></p>
 <p>Reproduction:</p>
-<div id="17fb2db8" class="cell" data-execution_count="2">
+<div id="6a84d33f" class="cell" data-execution_count="2">
 <div class="cell-output cell-output-display" data-execution_count="2">
 <div>
 <div>
@@ -377,7 +377,7 @@ <h2 class="anchored" data-anchor-id="computational-reproducibility">Computationa
 <p><strong>Consensus: Not reproduced</strong></p>
 <p>“Extended Schedule Scenario. The wait time probability at angioINR in the exclusive- use scenario was further reduced by extended work hours (Figure 3B). In contrast, work extension did not affect baseline or the 2 angioINRs scenario (Figures 3A,C). For the baseline scenario, 1 and 2 h of extra work resulted in an <strong>average wait time of 1.7 and 0.9 min reduction, respectively</strong>. For the 2 angioINRs scenario, 1 and 2 h of extra work resulted in an <strong>average wait time gain of 1 and 0.3 min, respectively</strong>.” <span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span></p>
 <p>Reproduction:</p>
-<div id="20925941" class="cell" data-execution_count="3">
+<div id="c9e29cdd" class="cell" data-execution_count="3">
 <div class="cell-output cell-output-display" data-execution_count="3">
 <div>
 <div>
@@ -449,11 +449,11 @@ <h2 class="anchored" data-anchor-id="computational-reproducibility">Computationa
 </section>
 <section id="evaluation-against-guidelines" class="level2">
 <h2 class="anchored" data-anchor-id="evaluation-against-guidelines">Evaluation against guidelines</h2>
-<div id="f8795d07" class="cell" data-execution_count="4">
+<div id="0829d9fc" class="cell" data-execution_count="4">
 <div class="cell-output cell-output-display">
-<div>                            <div id="0f394ca5-c2b6-4a33-9834-400a05b82f5c" class="plotly-graph-div" style="height:525px; width:100%;"></div>            <script type="text/javascript">                require(["plotly"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById("0f394ca5-c2b6-4a33-9834-400a05b82f5c")) {                    Plotly.newPlot(                        "0f394ca5-c2b6-4a33-9834-400a05b82f5c",                        [{"alignmentgroup":"True","customdata":[[3,"37.5%","fully"],[2,"40.0%","fully"],[3,"25.0%","fully"],[0,"0.0%","fully"],[14,"58.3%","fully"],[7,"38.9%","fully"]],"hovertemplate":"count=%{customdata[0]}\u003cbr\u003epercentage=%{customdata[1]}\u003cextra\u003e\u003c\u002fextra\u003e","legendgroup":"fully","marker":{"color":"#06a94d","pattern":{"shape":""}},"name":"Fully met","offsetgroup":"fully","orientation":"h","showlegend":true,"textposition":"auto","x":[0.375,0.4,0.25,0.0,0.5833333333333334,0.3888888888888889],"xaxis":"x","y":["STARS (essential)","STARS (optional)","Badges (criteria)","Badges (badges)","STRESS-DES","ISPOR-SDM"],"yaxis":"y","type":"bar"},{"alignmentgroup":"True","customdata":[[0,"0.0%","partially"],[0,"0.0%","partially"],[0,"0.0%","partially"],[0,"0.0%","partially"],[5,"20.8%","partially"],[2,"11.1%","partially"]],"hovertemplate":"count=%{customdata[0]}\u003cbr\u003epercentage=%{customdata[1]}\u003cextra\u003e\u003c\u002fextra\u003e","legendgroup":"partially","marker":{"color":"#ffd68c","pattern":{"shape":""}},"name":"Partially met","offsetgroup":"partially","orientation":"h","showlegend":true,"textposition":"auto","x":[0.0,0.0,0.0,0.0,0.20833333333333334,0.1111111111111111],"xaxis":"x","y":["STARS (essential)","STARS (optional)","Badges (criteria)","Badges (badges)","STRESS-DES","ISPOR-SDM"],"yaxis":"y","type":"bar"},{"alignmentgroup":"True","customdata":[[5,"62.5%","not"],[3,"60.0%","not"],[9,"75.0%","not"],[12,"100.0%","not"],[4,"16.7%","not"],[7,"38.9%","not"]],"hovertemplate":"count=%{customdata[0]}\u003cbr\u003epercentage=%{customdata[1]}\u003cextra\u003e\u003c\u002fextra\u003e","legendgroup":"not","marker":{"color":"#ff9999","pattern":{"shape":""}},"name":"Not met","offsetgroup":"not","orientation":"h","showlegend":true,"textposition":"auto","x":[0.625,0.6,0.75,1.0,0.16666666666666666,0.3888888888888889],"xaxis":"x","y":["STARS (essential)","STARS (optional)","Badges (criteria)","Badges (badges)","STRESS-DES","ISPOR-SDM"],"yaxis":"y","type":"bar"},{"alignmentgroup":"True","customdata":[[0,"0.0%","na"],[0,"0.0%","na"],[0,"0.0%","na"],[0,"0.0%","na"],[1,"4.2%","na"],[2,"11.1%","na"]],"hovertemplate":"count=%{customdata[0]}\u003cbr\u003epercentage=%{customdata[1]}\u003cextra\u003e\u003c\u002fextra\u003e","legendgroup":"na","marker":{"color":"#d1dcea","pattern":{"shape":""}},"name":"Not applicable","offsetgroup":"na","orientation":"h","showlegend":true,"textposition":"auto","x":[0.0,0.0,0.0,0.0,0.041666666666666664,0.1111111111111111],"xaxis":"x","y":["STARS (essential)","STARS (optional)","Badges (criteria)","Badges (badges)","STRESS-DES","ISPOR-SDM"],"yaxis":"y","type":"bar"}],                        {"template":{"data":{"histogram2dcontour":[{"type":"histogram2dcontour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"choropleth":[{"type":"choropleth","colorbar":{"outlinewidth":0,"ticks":""}}],"histogram2d":[{"type":"histogram2d","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmap":[{"type":"heatmap","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmapgl":[{"type":"heatmapgl","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"contourcarpet":[{"type":"contourcarpet","colorbar":{"outlinewidth":0,"ticks":""}}],"contour":[{"type":"contour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"surface":[{"type":"surface","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"mesh3d":[{"type":"mesh3d","colorbar":{"outlinewidth":0,"ticks":""}}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"parcoords":[{"type":"parcoords","line":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolargl":[{"type":"scatterpolargl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"scattergeo":[{"type":"scattergeo","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolar":[{"type":"scatterpolar","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"scattergl":[{"type":"scattergl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatter3d":[{"type":"scatter3d","line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattermapbox":[{"type":"scattermapbox","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterternary":[{"type":"scatterternary","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattercarpet":[{"type":"scattercarpet","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"pie":[{"automargin":true,"type":"pie"}]},"layout":{"autotypenumbers":"strict","colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"hovermode":"closest","hoverlabel":{"align":"left"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"bgcolor":"#E5ECF6","angularaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"ternary":{"bgcolor":"#E5ECF6","aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"sequential":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"sequentialminus":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]]},"xaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"yaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"geo":{"bgcolor":"white","landcolor":"#E5ECF6","subunitcolor":"white","showland":true,"showlakes":true,"lakecolor":"white"},"title":{"x":0.05},"mapbox":{"style":"light"},"margin":{"b":0,"l":0,"r":0,"t":30}}},"xaxis":{"anchor":"y","domain":[0.0,1.0],"title":{"text":""},"range":[0,1],"tickmode":"array","tickvals":[0,0.2,0.4,0.6,0.8,1],"ticktext":["0%","20%","40%","60%","80%","100%"]},"yaxis":{"anchor":"x","domain":[0.0,1.0],"title":{"text":""},"autorange":"reversed","ticksuffix":"  "},"legend":{"title":{"text":"Result"},"tracegroupgap":0},"barmode":"relative"},                        {"displayModeBar": false, "responsive": true}                    ).then(function(){
+<div>                            <div id="de574569-1941-4598-bd4c-1af3220b8b8f" class="plotly-graph-div" style="height:525px; width:100%;"></div>            <script type="text/javascript">                require(["plotly"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById("de574569-1941-4598-bd4c-1af3220b8b8f")) {                    Plotly.newPlot(                        "de574569-1941-4598-bd4c-1af3220b8b8f",                        [{"alignmentgroup":"True","customdata":[[3,"37.5%","fully"],[2,"40.0%","fully"],[3,"25.0%","fully"],[0,"0.0%","fully"],[14,"58.3%","fully"],[7,"38.9%","fully"]],"hovertemplate":"count=%{customdata[0]}\u003cbr\u003epercentage=%{customdata[1]}\u003cextra\u003e\u003c\u002fextra\u003e","legendgroup":"fully","marker":{"color":"#06a94d","pattern":{"shape":""}},"name":"Fully met","offsetgroup":"fully","orientation":"h","showlegend":true,"textposition":"auto","x":[0.375,0.4,0.25,0.0,0.5833333333333334,0.3888888888888889],"xaxis":"x","y":["STARS (essential)","STARS (optional)","Badges (criteria)","Badges (badges)","STRESS-DES","ISPOR-SDM"],"yaxis":"y","type":"bar"},{"alignmentgroup":"True","customdata":[[0,"0.0%","partially"],[0,"0.0%","partially"],[0,"0.0%","partially"],[0,"0.0%","partially"],[5,"20.8%","partially"],[2,"11.1%","partially"]],"hovertemplate":"count=%{customdata[0]}\u003cbr\u003epercentage=%{customdata[1]}\u003cextra\u003e\u003c\u002fextra\u003e","legendgroup":"partially","marker":{"color":"#ffd68c","pattern":{"shape":""}},"name":"Partially met","offsetgroup":"partially","orientation":"h","showlegend":true,"textposition":"auto","x":[0.0,0.0,0.0,0.0,0.20833333333333334,0.1111111111111111],"xaxis":"x","y":["STARS (essential)","STARS (optional)","Badges (criteria)","Badges (badges)","STRESS-DES","ISPOR-SDM"],"yaxis":"y","type":"bar"},{"alignmentgroup":"True","customdata":[[5,"62.5%","not"],[3,"60.0%","not"],[9,"75.0%","not"],[12,"100.0%","not"],[4,"16.7%","not"],[7,"38.9%","not"]],"hovertemplate":"count=%{customdata[0]}\u003cbr\u003epercentage=%{customdata[1]}\u003cextra\u003e\u003c\u002fextra\u003e","legendgroup":"not","marker":{"color":"#ff9999","pattern":{"shape":""}},"name":"Not met","offsetgroup":"not","orientation":"h","showlegend":true,"textposition":"auto","x":[0.625,0.6,0.75,1.0,0.16666666666666666,0.3888888888888889],"xaxis":"x","y":["STARS (essential)","STARS (optional)","Badges (criteria)","Badges (badges)","STRESS-DES","ISPOR-SDM"],"yaxis":"y","type":"bar"},{"alignmentgroup":"True","customdata":[[0,"0.0%","na"],[0,"0.0%","na"],[0,"0.0%","na"],[0,"0.0%","na"],[1,"4.2%","na"],[2,"11.1%","na"]],"hovertemplate":"count=%{customdata[0]}\u003cbr\u003epercentage=%{customdata[1]}\u003cextra\u003e\u003c\u002fextra\u003e","legendgroup":"na","marker":{"color":"#d1dcea","pattern":{"shape":""}},"name":"Not applicable","offsetgroup":"na","orientation":"h","showlegend":true,"textposition":"auto","x":[0.0,0.0,0.0,0.0,0.041666666666666664,0.1111111111111111],"xaxis":"x","y":["STARS (essential)","STARS (optional)","Badges (criteria)","Badges (badges)","STRESS-DES","ISPOR-SDM"],"yaxis":"y","type":"bar"}],                        {"template":{"data":{"histogram2dcontour":[{"type":"histogram2dcontour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"choropleth":[{"type":"choropleth","colorbar":{"outlinewidth":0,"ticks":""}}],"histogram2d":[{"type":"histogram2d","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmap":[{"type":"heatmap","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmapgl":[{"type":"heatmapgl","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"contourcarpet":[{"type":"contourcarpet","colorbar":{"outlinewidth":0,"ticks":""}}],"contour":[{"type":"contour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"surface":[{"type":"surface","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"mesh3d":[{"type":"mesh3d","colorbar":{"outlinewidth":0,"ticks":""}}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"parcoords":[{"type":"parcoords","line":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolargl":[{"type":"scatterpolargl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"scattergeo":[{"type":"scattergeo","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolar":[{"type":"scatterpolar","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"scattergl":[{"type":"scattergl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatter3d":[{"type":"scatter3d","line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattermapbox":[{"type":"scattermapbox","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterternary":[{"type":"scatterternary","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattercarpet":[{"type":"scattercarpet","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"pie":[{"automargin":true,"type":"pie"}]},"layout":{"autotypenumbers":"strict","colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"hovermode":"closest","hoverlabel":{"align":"left"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"bgcolor":"#E5ECF6","angularaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"ternary":{"bgcolor":"#E5ECF6","aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"sequential":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"sequentialminus":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]]},"xaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"yaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"geo":{"bgcolor":"white","landcolor":"#E5ECF6","subunitcolor":"white","showland":true,"showlakes":true,"lakecolor":"white"},"title":{"x":0.05},"mapbox":{"style":"light"},"margin":{"b":0,"l":0,"r":0,"t":30}}},"xaxis":{"anchor":"y","domain":[0.0,1.0],"title":{"text":""},"range":[0,1],"tickmode":"array","tickvals":[0,0.2,0.4,0.6,0.8,1],"ticktext":["0%","20%","40%","60%","80%","100%"]},"yaxis":{"anchor":"x","domain":[0.0,1.0],"title":{"text":""},"autorange":"reversed","ticksuffix":"  "},"legend":{"title":{"text":"Result"},"tracegroupgap":0},"barmode":"relative"},                        {"displayModeBar": false, "responsive": true}                    ).then(function(){
                             
-var gd = document.getElementById('0f394ca5-c2b6-4a33-9834-400a05b82f5c');
+var gd = document.getElementById('de574569-1941-4598-bd4c-1af3220b8b8f');
 var x = new MutationObserver(function (mutations, observer) {{
         var display = window.getComputedStyle(gd).display;
         if (!display || display === 'none') {{
@@ -935,7 +935,7 @@ <h2 class="anchored" data-anchor-id="evaluation-against-guidelines">Evaluation a
     </div>
   </div>
 </footer>
-<script>var lightboxQuarto = GLightbox({"loop":false,"descPosition":"bottom","openEffect":"zoom","selector":".lightbox","closeEffect":"zoom"});
+<script>var lightboxQuarto = GLightbox({"descPosition":"bottom","selector":".lightbox","loop":false,"closeEffect":"zoom","openEffect":"zoom"});
 window.onload = () => {
   lightboxQuarto.on('slide_before_load', (data) => {
     const { slideIndex, slideNode, slideConfig, player, trigger } = data;
diff --git a/evaluation/reproduction_success.html b/evaluation/reproduction_success.html
index d512bc9..4778631 100644
--- a/evaluation/reproduction_success.html
+++ b/evaluation/reproduction_success.html
@@ -264,7 +264,7 @@ <h1 class="title">Reproduction success</h1>
 <section id="time-to-completion" class="level2">
 <h2 class="anchored" data-anchor-id="time-to-completion">Time-to-completion</h2>
 <p>Non-interactive plot:</p>
-<div id="27b33d9e" class="cell" data-execution_count="2">
+<div id="f983bd06" class="cell" data-execution_count="2">
 <div class="cell-output cell-output-display">
 <div>
 <figure class="figure">
@@ -274,11 +274,11 @@ <h2 class="anchored" data-anchor-id="time-to-completion">Time-to-completion</h2>
 </div>
 </div>
 <p>Interactive plot:</p>
-<div id="3b2b3fe2" class="cell" data-execution_count="3">
+<div id="38c48467" class="cell" data-execution_count="3">
 <div class="cell-output cell-output-display">
-<div>                            <div id="8576d3eb-d08e-413d-b3ed-1ed801bde94f" class="plotly-graph-div" style="height:525px; width:100%;"></div>            <script type="text/javascript">                require(["plotly"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById("8576d3eb-d08e-413d-b3ed-1ed801bde94f")) {                    Plotly.newPlot(                        "8576d3eb-d08e-413d-b3ed-1ed801bde94f",                        [{"hoverinfo":"skip","mode":"lines","x":[0.0,8.6,8.6,19.883333333333333,19.883333333333333,20.466666666666665,20.466666666666665,24.166666666666668,24.166666666666668,null,null,null,null,null,null,null,null,null],"y":[0.0,0.0,12.5,12.5,25.0,25.0,37.5,37.5,null,null,62.5,62.5,75.0,75.0,87.5,87.5,100.0,100.0],"type":"scatter"},{"hoverlabel":{"namelength":0},"hovertemplate":"%{hovertext}\u003cbr\u003eTime: %{x:.1f} hours\u003cbr\u003eCompletion: %{y:.1f}%","hovertext":["Start","In-text result 1","In-text result 2","Figure 5","Figure 2","Figure 3","Figure 4","Supplementary figure","In-text result 3"],"marker":{"color":"blue","size":6},"mode":"markers","x":[0.0,8.6,19.883333333333333,20.466666666666665,24.166666666666668,null,null,null,null],"y":[0.0,12.5,25.0,37.5,null,62.5,75.0,87.5,100.0],"type":"scatter"}],                        {"template":{"data":{"histogram2dcontour":[{"type":"histogram2dcontour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"choropleth":[{"type":"choropleth","colorbar":{"outlinewidth":0,"ticks":""}}],"histogram2d":[{"type":"histogram2d","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmap":[{"type":"heatmap","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmapgl":[{"type":"heatmapgl","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"contourcarpet":[{"type":"contourcarpet","colorbar":{"outlinewidth":0,"ticks":""}}],"contour":[{"type":"contour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"surface":[{"type":"surface","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"mesh3d":[{"type":"mesh3d","colorbar":{"outlinewidth":0,"ticks":""}}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"parcoords":[{"type":"parcoords","line":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolargl":[{"type":"scatterpolargl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"scattergeo":[{"type":"scattergeo","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolar":[{"type":"scatterpolar","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"scattergl":[{"type":"scattergl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatter3d":[{"type":"scatter3d","line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattermapbox":[{"type":"scattermapbox","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterternary":[{"type":"scatterternary","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattercarpet":[{"type":"scattercarpet","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"pie":[{"automargin":true,"type":"pie"}]},"layout":{"autotypenumbers":"strict","colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"hovermode":"closest","hoverlabel":{"align":"left"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"bgcolor":"#E5ECF6","angularaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"ternary":{"bgcolor":"#E5ECF6","aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"sequential":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"sequentialminus":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]]},"xaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"yaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"geo":{"bgcolor":"white","landcolor":"#E5ECF6","subunitcolor":"white","showland":true,"showlakes":true,"lakecolor":"white"},"title":{"x":0.05},"mapbox":{"style":"light"},"margin":{"b":0,"l":0,"r":0,"t":30}}},"xaxis":{"title":{"text":"Time elapsed (hours)"},"range":[0,40],"fixedrange":true},"yaxis":{"title":{"text":"Percentage of items reproduced"},"range":[0,100],"ticksuffix":"%","fixedrange":true},"showlegend":false},                        {"displayModeBar": false, "responsive": true}                    ).then(function(){
+<div>                            <div id="2ca60db2-aa9a-4f2c-a659-a3d1aff71d1b" class="plotly-graph-div" style="height:525px; width:100%;"></div>            <script type="text/javascript">                require(["plotly"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById("2ca60db2-aa9a-4f2c-a659-a3d1aff71d1b")) {                    Plotly.newPlot(                        "2ca60db2-aa9a-4f2c-a659-a3d1aff71d1b",                        [{"hoverinfo":"skip","mode":"lines","x":[0.0,8.6,8.6,19.883333333333333,19.883333333333333,20.466666666666665,20.466666666666665,24.166666666666668,24.166666666666668,null,null,null,null,null,null,null,null,null],"y":[0.0,0.0,12.5,12.5,25.0,25.0,37.5,37.5,null,null,62.5,62.5,75.0,75.0,87.5,87.5,100.0,100.0],"type":"scatter"},{"hoverlabel":{"namelength":0},"hovertemplate":"%{hovertext}\u003cbr\u003eTime: %{x:.1f} hours\u003cbr\u003eCompletion: %{y:.1f}%","hovertext":["Start","In-text result 1","In-text result 2","Figure 5","Figure 2","Figure 3","Figure 4","Supplementary figure","In-text result 3"],"marker":{"color":"blue","size":6},"mode":"markers","x":[0.0,8.6,19.883333333333333,20.466666666666665,24.166666666666668,null,null,null,null],"y":[0.0,12.5,25.0,37.5,null,62.5,75.0,87.5,100.0],"type":"scatter"}],                        {"template":{"data":{"histogram2dcontour":[{"type":"histogram2dcontour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"choropleth":[{"type":"choropleth","colorbar":{"outlinewidth":0,"ticks":""}}],"histogram2d":[{"type":"histogram2d","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmap":[{"type":"heatmap","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"heatmapgl":[{"type":"heatmapgl","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"contourcarpet":[{"type":"contourcarpet","colorbar":{"outlinewidth":0,"ticks":""}}],"contour":[{"type":"contour","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"surface":[{"type":"surface","colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]]}],"mesh3d":[{"type":"mesh3d","colorbar":{"outlinewidth":0,"ticks":""}}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"parcoords":[{"type":"parcoords","line":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolargl":[{"type":"scatterpolargl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"scattergeo":[{"type":"scattergeo","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterpolar":[{"type":"scatterpolar","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"scattergl":[{"type":"scattergl","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatter3d":[{"type":"scatter3d","line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattermapbox":[{"type":"scattermapbox","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scatterternary":[{"type":"scatterternary","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"scattercarpet":[{"type":"scattercarpet","marker":{"colorbar":{"outlinewidth":0,"ticks":""}}}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"pie":[{"automargin":true,"type":"pie"}]},"layout":{"autotypenumbers":"strict","colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"hovermode":"closest","hoverlabel":{"align":"left"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"bgcolor":"#E5ECF6","angularaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"ternary":{"bgcolor":"#E5ECF6","aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"sequential":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"sequentialminus":[[0.0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1.0,"#f0f921"]],"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]]},"xaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"yaxis":{"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","automargin":true,"zerolinewidth":2},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white","gridwidth":2}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"geo":{"bgcolor":"white","landcolor":"#E5ECF6","subunitcolor":"white","showland":true,"showlakes":true,"lakecolor":"white"},"title":{"x":0.05},"mapbox":{"style":"light"},"margin":{"b":0,"l":0,"r":0,"t":30}}},"xaxis":{"title":{"text":"Time elapsed (hours)"},"range":[0,40],"fixedrange":true},"yaxis":{"title":{"text":"Percentage of items reproduced"},"range":[0,100],"ticksuffix":"%","fixedrange":true},"showlegend":false},                        {"displayModeBar": false, "responsive": true}                    ).then(function(){
                             
-var gd = document.getElementById('8576d3eb-d08e-413d-b3ed-1ed801bde94f');
+var gd = document.getElementById('2ca60db2-aa9a-4f2c-a659-a3d1aff71d1b');
 var x = new MutationObserver(function (mutations, observer) {{
         var display = window.getComputedStyle(gd).display;
         if (!display || display === 'none') {{
@@ -391,7 +391,7 @@ <h3 class="anchored" data-anchor-id="in-text-result-1">In-text result 1</h3>
 <p><strong>Consensus: Successfully reproduced</strong></p>
 <p>“Exclusive-Use Scenario. In this scenario, the overall wait time probability at angioINR was reduced compared to baseline (red line in Figure 2B compared to Figure 2A). This represents a <strong>decrease in ECR patient wait time for angioINR by an average of 6 min</strong>.” <span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span></p>
 <p>Reproduction:</p>
-<div id="5512a903" class="cell" data-execution_count="4">
+<div id="43bb1a67" class="cell" data-execution_count="4">
 <div class="cell-output cell-output-display" data-execution_count="4">
 <div>
 <div>
@@ -432,7 +432,7 @@ <h3 class="anchored" data-anchor-id="in-text-result-2">In-text result 2</h3>
 <p><strong>Consensus: Successfully reproduced</strong></p>
 <p>“Two angioINRs Scenario. This scenario simulates the effect a facility upgrade to two biplane angiographic suites, but without additional staff changes. The wait time probability at angioINR was reduced compared to baseline (Figure 2C). The reduction represents an <strong>average of 4 min less in queue for angioINR</strong>.” <span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span></p>
 <p>Reproduction:</p>
-<div id="c58f7169" class="cell" data-execution_count="5">
+<div id="83dfac97" class="cell" data-execution_count="5">
 <div class="cell-output cell-output-display" data-execution_count="5">
 <div>
 <div>
@@ -473,7 +473,7 @@ <h3 class="anchored" data-anchor-id="in-text-result-3">In-text result 3</h3>
 <p><strong>Consensus: Not reproduced</strong></p>
 <p>“Extended Schedule Scenario. The wait time probability at angioINR in the exclusive- use scenario was further reduced by extended work hours (Figure 3B). In contrast, work extension did not affect baseline or the 2 angioINRs scenario (Figures 3A,C). For the baseline scenario, 1 and 2 h of extra work resulted in an <strong>average wait time of 1.7 and 0.9 min reduction, respectively</strong>. For the 2 angioINRs scenario, 1 and 2 h of extra work resulted in an <strong>average wait time gain of 1 and 0.3 min, respectively</strong>.” <span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span></p>
 <p>Reproduction:</p>
-<div id="8c473220" class="cell" data-execution_count="6">
+<div id="336cc82b" class="cell" data-execution_count="6">
 <div class="cell-output cell-output-display" data-execution_count="6">
 <div>
 <div>
@@ -996,7 +996,7 @@ <h3 class="anchored" data-anchor-id="in-text-result-3">In-text result 3</h3>
     </div>
   </div>
 </footer>
-<script>var lightboxQuarto = GLightbox({"closeEffect":"zoom","descPosition":"bottom","selector":".lightbox","loop":false,"openEffect":"zoom"});
+<script>var lightboxQuarto = GLightbox({"loop":false,"openEffect":"zoom","selector":".lightbox","descPosition":"bottom","closeEffect":"zoom"});
 window.onload = () => {
   lightboxQuarto.on('slide_before_load', (data) => {
     const { slideIndex, slideNode, slideConfig, player, trigger } = data;
diff --git a/evaluation/scope.html b/evaluation/scope.html
index 921cb42..724e544 100644
--- a/evaluation/scope.html
+++ b/evaluation/scope.html
@@ -248,7 +248,7 @@ <h2 class="anchored" data-anchor-id="within-scope">Within scope</h2>
 <div class="callout-body-container callout-body">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><a href="../original_study/fig2.jpg" class="lightbox" data-gallery="quarto-lightbox-gallery-1" data-glightbox="description: .lightbox-desc-1" title="FIGURE 2 | Patient wait time under various simulation scenarios (A). Baseline scenario simulated using inputs from Table 1 (B). Exclusive-use scenario: IR patients can only utilize angioIR (C). Two angioINRs scenario: 2 angioINRs, no angioIRs. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. @huang_optimizing_2019"><img src="../original_study/fig2.jpg" class="img-fluid figure-img" style="width:80.0%" alt="FIGURE 2 | Patient wait time under various simulation scenarios (A). Baseline scenario simulated using inputs from Table 1 (B). Exclusive-use scenario: IR patients can only utilize angioIR (C). Two angioINRs scenario: 2 angioINRs, no angioIRs. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. Huang et al. (2019)"></a></p>
+<p><a href="../original_study/fig2.jpg" class="lightbox" data-glightbox="description: .lightbox-desc-1" data-gallery="quarto-lightbox-gallery-1" title="FIGURE 2 | Patient wait time under various simulation scenarios (A). Baseline scenario simulated using inputs from Table 1 (B). Exclusive-use scenario: IR patients can only utilize angioIR (C). Two angioINRs scenario: 2 angioINRs, no angioIRs. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. @huang_optimizing_2019"><img src="../original_study/fig2.jpg" class="img-fluid figure-img" style="width:80.0%" alt="FIGURE 2 | Patient wait time under various simulation scenarios (A). Baseline scenario simulated using inputs from Table 1 (B). Exclusive-use scenario: IR patients can only utilize angioIR (C). Two angioINRs scenario: 2 angioINRs, no angioIRs. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. Huang et al. (2019)"></a></p>
 <figcaption>FIGURE 2 | Patient wait time under various simulation scenarios (A). Baseline scenario simulated using inputs from Table 1 (B). Exclusive-use scenario: IR patients can only utilize angioIR (C). Two angioINRs scenario: 2 angioINRs, no angioIRs. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. <span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span></figcaption>
 </figure>
 </div>
@@ -269,7 +269,7 @@ <h2 class="anchored" data-anchor-id="within-scope">Within scope</h2>
 <div class="callout-body-container callout-body">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><a href="../original_study/fig3.jpg" class="lightbox" data-gallery="quarto-lightbox-gallery-2" data-glightbox="description: .lightbox-desc-2" title="FIGURE 3 | The effect of increasing working hours on ECR patient wait time at angioINR (A). Baseline scenario (B). Exclusive-use scenario (C). Two angioINRs scenario. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. @huang_optimizing_2019"><img src="../original_study/fig3.jpg" class="img-fluid figure-img" style="width:80.0%" alt="FIGURE 3 | The effect of increasing working hours on ECR patient wait time at angioINR (A). Baseline scenario (B). Exclusive-use scenario (C). Two angioINRs scenario. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. Huang et al. (2019)"></a></p>
+<p><a href="../original_study/fig3.jpg" class="lightbox" data-glightbox="description: .lightbox-desc-2" data-gallery="quarto-lightbox-gallery-2" title="FIGURE 3 | The effect of increasing working hours on ECR patient wait time at angioINR (A). Baseline scenario (B). Exclusive-use scenario (C). Two angioINRs scenario. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. @huang_optimizing_2019"><img src="../original_study/fig3.jpg" class="img-fluid figure-img" style="width:80.0%" alt="FIGURE 3 | The effect of increasing working hours on ECR patient wait time at angioINR (A). Baseline scenario (B). Exclusive-use scenario (C). Two angioINRs scenario. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. Huang et al. (2019)"></a></p>
 <figcaption>FIGURE 3 | The effect of increasing working hours on ECR patient wait time at angioINR (A). Baseline scenario (B). Exclusive-use scenario (C). Two angioINRs scenario. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. <span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span></figcaption>
 </figure>
 </div>
@@ -290,7 +290,7 @@ <h2 class="anchored" data-anchor-id="within-scope">Within scope</h2>
 <div class="callout-body-container callout-body">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><a href="../original_study/fig4.jpg" class="lightbox" data-gallery="quarto-lightbox-gallery-3" data-glightbox="description: .lightbox-desc-3" title="FIGURE 4 | Disability-free life gained under various scenarios. @huang_optimizing_2019"><img src="../original_study/fig4.jpg" class="img-fluid figure-img" style="width:80.0%" alt="FIGURE 4 | Disability-free life gained under various scenarios. Huang et al. (2019)"></a></p>
+<p><a href="../original_study/fig4.jpg" class="lightbox" data-glightbox="description: .lightbox-desc-3" data-gallery="quarto-lightbox-gallery-3" title="FIGURE 4 | Disability-free life gained under various scenarios. @huang_optimizing_2019"><img src="../original_study/fig4.jpg" class="img-fluid figure-img" style="width:80.0%" alt="FIGURE 4 | Disability-free life gained under various scenarios. Huang et al. (2019)"></a></p>
 <figcaption>FIGURE 4 | Disability-free life gained under various scenarios. <span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span></figcaption>
 </figure>
 </div>
@@ -311,7 +311,7 @@ <h2 class="anchored" data-anchor-id="within-scope">Within scope</h2>
 <div class="callout-body-container callout-body">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><a href="../original_study/fig5.jpg" class="lightbox" data-gallery="quarto-lightbox-gallery-4" data-glightbox="description: .lightbox-desc-4" title="FIGURE 5 | A comparison of the utilization of angioINR by ECR patients under various scenarios. @huang_optimizing_2019"><img src="../original_study/fig5.jpg" class="img-fluid figure-img" style="width:80.0%" alt="FIGURE 5 | A comparison of the utilization of angioINR by ECR patients under various scenarios. Huang et al. (2019)"></a></p>
+<p><a href="../original_study/fig5.jpg" class="lightbox" data-glightbox="description: .lightbox-desc-4" data-gallery="quarto-lightbox-gallery-4" title="FIGURE 5 | A comparison of the utilization of angioINR by ECR patients under various scenarios. @huang_optimizing_2019"><img src="../original_study/fig5.jpg" class="img-fluid figure-img" style="width:80.0%" alt="FIGURE 5 | A comparison of the utilization of angioINR by ECR patients under various scenarios. Huang et al. (2019)"></a></p>
 <figcaption>FIGURE 5 | A comparison of the utilization of angioINR by ECR patients under various scenarios. <span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span></figcaption>
 </figure>
 </div>
@@ -332,7 +332,7 @@ <h2 class="anchored" data-anchor-id="within-scope">Within scope</h2>
 <div class="callout-body-container callout-body">
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><a href="../original_study/supp.jpg" class="lightbox" data-gallery="quarto-lightbox-gallery-5" data-glightbox="description: .lightbox-desc-5" title="Supplementary Figure | Increasing ECR patient volume on service bottleneck. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. (A) Baseline scenario. (B) Doubling ECR patients in baseline scenario. (C) Tripping ECR patients in baseline scenario. @huang_optimizing_2019"><img src="../original_study/supp.jpg" class="img-fluid figure-img" style="width:80.0%" alt="Supplementary Figure | Increasing ECR patient volume on service bottleneck. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. (A) Baseline scenario. (B) Doubling ECR patients in baseline scenario. (C) Tripping ECR patients in baseline scenario. Huang et al. (2019)"></a></p>
+<p><a href="../original_study/supp.jpg" class="lightbox" data-glightbox="description: .lightbox-desc-5" data-gallery="quarto-lightbox-gallery-5" title="Supplementary Figure | Increasing ECR patient volume on service bottleneck. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. (A) Baseline scenario. (B) Doubling ECR patients in baseline scenario. (C) Tripping ECR patients in baseline scenario. @huang_optimizing_2019"><img src="../original_study/supp.jpg" class="img-fluid figure-img" style="width:80.0%" alt="Supplementary Figure | Increasing ECR patient volume on service bottleneck. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. (A) Baseline scenario. (B) Doubling ECR patients in baseline scenario. (C) Tripping ECR patients in baseline scenario. Huang et al. (2019)"></a></p>
 <figcaption>Supplementary Figure | Increasing ECR patient volume on service bottleneck. Standardized density of patients in queue: the probability density of patients who are waiting standardized to patients who are not waiting. (A) Baseline scenario. (B) Doubling ECR patients in baseline scenario. (C) Tripping ECR patients in baseline scenario. <span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span></figcaption>
 </figure>
 </div>
@@ -405,7 +405,7 @@ <h2 class="anchored" data-anchor-id="outside-scope">Outside scope</h2>
 <p>Diagram of patient flow through the model.</p>
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><a href="../original_study/fig1.jpg" class="lightbox" data-gallery="quarto-lightbox-gallery-6" data-glightbox="description: .lightbox-desc-6" title="FIGURE 1 | A schematic diagram of our discrete event model of an ECR service from Emergency to angiography suite. CT, Computed Tomography; AIS, Acute Ischemic Stroke; LVO, Large Vessel Occlusion; ECR, Endovascular Clot Retrieval; IR, Interventional Radiology; INR, Interventional Neuroradiology. @huang_optimizing_2019"><img src="../original_study/fig1.jpg" class="img-fluid figure-img" style="width:80.0%" alt="FIGURE 1 | A schematic diagram of our discrete event model of an ECR service from Emergency to angiography suite. CT, Computed Tomography; AIS, Acute Ischemic Stroke; LVO, Large Vessel Occlusion; ECR, Endovascular Clot Retrieval; IR, Interventional Radiology; INR, Interventional Neuroradiology. Huang et al. (2019)"></a></p>
+<p><a href="../original_study/fig1.jpg" class="lightbox" data-glightbox="description: .lightbox-desc-6" data-gallery="quarto-lightbox-gallery-6" title="FIGURE 1 | A schematic diagram of our discrete event model of an ECR service from Emergency to angiography suite. CT, Computed Tomography; AIS, Acute Ischemic Stroke; LVO, Large Vessel Occlusion; ECR, Endovascular Clot Retrieval; IR, Interventional Radiology; INR, Interventional Neuroradiology. @huang_optimizing_2019"><img src="../original_study/fig1.jpg" class="img-fluid figure-img" style="width:80.0%" alt="FIGURE 1 | A schematic diagram of our discrete event model of an ECR service from Emergency to angiography suite. CT, Computed Tomography; AIS, Acute Ischemic Stroke; LVO, Large Vessel Occlusion; ECR, Endovascular Clot Retrieval; IR, Interventional Radiology; INR, Interventional Neuroradiology. Huang et al. (2019)"></a></p>
 <figcaption>FIGURE 1 | A schematic diagram of our discrete event model of an ECR service from Emergency to angiography suite. CT, Computed Tomography; AIS, Acute Ischemic Stroke; LVO, Large Vessel Occlusion; ECR, Endovascular Clot Retrieval; IR, Interventional Radiology; INR, Interventional Neuroradiology. <span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span></figcaption>
 </figure>
 </div>
@@ -427,7 +427,7 @@ <h2 class="anchored" data-anchor-id="outside-scope">Outside scope</h2>
 <p>Parameters for the model.</p>
 <div class="quarto-figure quarto-figure-center">
 <figure class="figure">
-<p><a href="../original_study/tab1.jpg" class="lightbox" data-gallery="quarto-lightbox-gallery-7" data-glightbox="description: .lightbox-desc-7" title="TABLE 1 | DES model inputs. (A) Human and physical resources. (B) Patient statistics. @huang_optimizing_2019"><img src="../original_study/tab1.jpg" class="img-fluid figure-img" style="width:80.0%" alt="TABLE 1 | DES model inputs. (A) Human and physical resources. (B) Patient statistics. Huang et al. (2019)"></a></p>
+<p><a href="../original_study/tab1.jpg" class="lightbox" data-glightbox="description: .lightbox-desc-7" data-gallery="quarto-lightbox-gallery-7" title="TABLE 1 | DES model inputs. (A) Human and physical resources. (B) Patient statistics. @huang_optimizing_2019"><img src="../original_study/tab1.jpg" class="img-fluid figure-img" style="width:80.0%" alt="TABLE 1 | DES model inputs. (A) Human and physical resources. (B) Patient statistics. Huang et al. (2019)"></a></p>
 <figcaption>TABLE 1 | DES model inputs. (A) Human and physical resources. (B) Patient statistics. <span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span></figcaption>
 </figure>
 </div>
@@ -899,7 +899,7 @@ <h2 class="anchored" data-anchor-id="outside-scope">Outside scope</h2>
     </div>
   </div>
 </footer>
-<script>var lightboxQuarto = GLightbox({"loop":false,"selector":".lightbox","descPosition":"bottom","closeEffect":"zoom","openEffect":"zoom"});
+<script>var lightboxQuarto = GLightbox({"selector":".lightbox","loop":false,"closeEffect":"zoom","descPosition":"bottom","openEffect":"zoom"});
 window.onload = () => {
   lightboxQuarto.on('slide_before_load', (data) => {
     const { slideIndex, slideNode, slideConfig, player, trigger } = data;
diff --git a/listings.json b/listings.json
index eb6a401..a33f34b 100644
--- a/listings.json
+++ b/listings.json
@@ -2,8 +2,8 @@
   {
     "listing": "/logbook/logbook.html",
     "items": [
-      "/logbook/posts/2024_11_04/index.html",
       "/logbook/posts/2024_11_21/index.html",
+      "/logbook/posts/2024_11_04/index.html",
       "/logbook/posts/2024_10_02/index.html",
       "/logbook/posts/2024_09_03/index.html",
       "/logbook/posts/2024_08_15/index.html",
diff --git a/logbook/logbook.html b/logbook/logbook.html
index a9c2170..b2e2ce9 100644
--- a/logbook/logbook.html
+++ b/logbook/logbook.html
@@ -268,18 +268,18 @@ <h5 class="quarto-listing-category-title">Categories</h5><div class="quarto-list
 
 <div class="quarto-listing quarto-listing-container-default" id="listing-listing">
 <div class="list quarto-listing-default">
-<div class="quarto-post image-right" data-index="0" data-categories="evaluation" data-listing-date-sort="1730678400000" data-listing-file-modified-sort="1730736840516" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="50">
+<div class="quarto-post image-right" data-index="0" data-categories="evaluation" data-listing-date-sort="1732147200000" data-listing-file-modified-sort="1732184236587" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="78">
 <div class="thumbnail">
-<p><a href="../logbook/posts/2024_11_04/index.html" class="no-external"></a></p><a href="../logbook/posts/2024_11_04/index.html" class="no-external">
+<p><a href="../logbook/posts/2024_11_21/index.html" class="no-external"></a></p><a href="../logbook/posts/2024_11_21/index.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
-</a><p><a href="../logbook/posts/2024_11_04/index.html" class="no-external"></a></p>
+</a><p><a href="../logbook/posts/2024_11_21/index.html" class="no-external"></a></p>
 </div>
 <div class="body">
 <h3 class="no-anchor listing-title">
-<a href="../logbook/posts/2024_11_04/index.html" class="no-external">Day 18</a>
+<a href="../logbook/posts/2024_11_21/index.html" class="no-external">Day 19</a>
 </h3>
 <div class="listing-subtitle">
-<a href="../logbook/posts/2024_11_04/index.html" class="no-external"></a>
+<a href="../logbook/posts/2024_11_21/index.html" class="no-external"></a>
 </div>
 <div class="listing-categories">
 <div class="listing-category" onclick="window.quartoListingCategory('evaluation'); return false;">
@@ -287,13 +287,13 @@ <h3 class="no-anchor listing-title">
 </div>
 </div>
 <div class="listing-description">
-<a href="../logbook/posts/2024_11_04/index.html" class="no-external">I noticed a mistake in my evaluation of the repository against STRESS-DES.</a>
+<a href="../logbook/posts/2024_11_21/index.html" class="no-external">Redid badge evaluation.</a>
 </div>
 </div>
 <div class="metadata">
-<a href="../logbook/posts/2024_11_04/index.html" class="no-external">
+<a href="../logbook/posts/2024_11_21/index.html" class="no-external">
 <div class="listing-date">
-Nov 4, 2024
+Nov 21, 2024
 </div>
 <div class="listing-author">
 Amy Heather
@@ -301,18 +301,18 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="1" data-categories="evaluation" data-listing-date-sort="1729465200000" data-listing-file-modified-sort="1732183496947" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="78">
+<div class="quarto-post image-right" data-index="1" data-categories="evaluation" data-listing-date-sort="1730678400000" data-listing-file-modified-sort="1730736840516" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="50">
 <div class="thumbnail">
-<p><a href="../logbook/posts/2024_11_21/index.html" class="no-external"></a></p><a href="../logbook/posts/2024_11_21/index.html" class="no-external">
+<p><a href="../logbook/posts/2024_11_04/index.html" class="no-external"></a></p><a href="../logbook/posts/2024_11_04/index.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
-</a><p><a href="../logbook/posts/2024_11_21/index.html" class="no-external"></a></p>
+</a><p><a href="../logbook/posts/2024_11_04/index.html" class="no-external"></a></p>
 </div>
 <div class="body">
 <h3 class="no-anchor listing-title">
-<a href="../logbook/posts/2024_11_21/index.html" class="no-external">Day 19</a>
+<a href="../logbook/posts/2024_11_04/index.html" class="no-external">Day 18</a>
 </h3>
 <div class="listing-subtitle">
-<a href="../logbook/posts/2024_11_21/index.html" class="no-external"></a>
+<a href="../logbook/posts/2024_11_04/index.html" class="no-external"></a>
 </div>
 <div class="listing-categories">
 <div class="listing-category" onclick="window.quartoListingCategory('evaluation'); return false;">
@@ -320,13 +320,13 @@ <h3 class="no-anchor listing-title">
 </div>
 </div>
 <div class="listing-description">
-<a href="../logbook/posts/2024_11_21/index.html" class="no-external">Redid badge evaluation.</a>
+<a href="../logbook/posts/2024_11_04/index.html" class="no-external">I noticed a mistake in my evaluation of the repository against STRESS-DES.</a>
 </div>
 </div>
 <div class="metadata">
-<a href="../logbook/posts/2024_11_21/index.html" class="no-external">
+<a href="../logbook/posts/2024_11_04/index.html" class="no-external">
 <div class="listing-date">
-Oct 21, 2024
+Nov 4, 2024
 </div>
 <div class="listing-author">
 Amy Heather
diff --git a/logbook/posts/2024_07_03/index.html b/logbook/posts/2024_07_03/index.html
index 05712c8..3b81400 100644
--- a/logbook/posts/2024_07_03/index.html
+++ b/logbook/posts/2024_07_03/index.html
@@ -310,7 +310,7 @@ <h2 class="anchored" data-anchor-id="check-journal-article-license-and-upload">1
 </section>
 <section id="timings" class="level2">
 <h2 class="anchored" data-anchor-id="timings">Timings</h2>
-<div id="e8c5be50" class="cell" data-execution_count="1">
+<div id="7727b024" class="cell" data-execution_count="1">
 <div class="sourceCode cell-code" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sys</span>
 <span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a>sys.path.append(<span class="st">'../'</span>)</span>
 <span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> timings <span class="im">import</span> calculate_times</span>
diff --git a/logbook/posts/2024_07_04/index.html b/logbook/posts/2024_07_04/index.html
index e04fb0e..b37616b 100644
--- a/logbook/posts/2024_07_04/index.html
+++ b/logbook/posts/2024_07_04/index.html
@@ -553,7 +553,7 @@ <h2 class="anchored" data-anchor-id="look-over-code-and-set-up-environment">16.0
 </section>
 <section id="timings" class="level2">
 <h2 class="anchored" data-anchor-id="timings">Timings</h2>
-<div id="6da6d2dd" class="cell" data-execution_count="1">
+<div id="0b067f5e" class="cell" data-execution_count="1">
 <div class="sourceCode cell-code" id="cb8"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sys</span>
 <span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a>sys.path.append(<span class="st">'../'</span>)</span>
 <span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> timings <span class="im">import</span> calculate_times</span>
diff --git a/logbook/posts/2024_07_05/index.html b/logbook/posts/2024_07_05/index.html
index 1a25c5c..54906f6 100644
--- a/logbook/posts/2024_07_05/index.html
+++ b/logbook/posts/2024_07_05/index.html
@@ -629,7 +629,7 @@ <h2 class="anchored" data-anchor-id="continuing-to-troubleshoot-in-text-results-
 </section>
 <section id="timings" class="level2">
 <h2 class="anchored" data-anchor-id="timings">Timings</h2>
-<div id="a4468a81" class="cell" data-execution_count="1">
+<div id="78878555" class="cell" data-execution_count="1">
 <div class="sourceCode cell-code" id="cb10"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sys</span>
 <span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a>sys.path.append(<span class="st">'../'</span>)</span>
 <span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> timings <span class="im">import</span> calculate_times</span>
diff --git a/logbook/posts/2024_07_08/index.html b/logbook/posts/2024_07_08/index.html
index dc8ebf6..bf6058d 100644
--- a/logbook/posts/2024_07_08/index.html
+++ b/logbook/posts/2024_07_08/index.html
@@ -386,7 +386,7 @@ <h2 class="anchored" data-anchor-id="adding-seeds">09.50-10.49, 11.02-11.05, 11.
 <li>Difference: 5.84 minutes</li>
 </ul>
 <p>Hence, I feel we can mark in-text result 1 as reproduced at this time (11.14), with starter seed of 200.</p>
-<div id="98e94722" class="cell" data-execution_count="1">
+<div id="0a21a75a" class="cell" data-execution_count="1">
 <div class="sourceCode cell-code" id="cb2"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sys</span>
 <span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a>sys.path.append(<span class="st">'../'</span>)</span>
 <span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> timings <span class="im">import</span> calculate_times</span>
@@ -622,7 +622,7 @@ <h2 class="anchored" data-anchor-id="returning-to-figure-2">15.31-16.55: Returni
 </section>
 <section id="timings" class="level2">
 <h2 class="anchored" data-anchor-id="timings">Timings</h2>
-<div id="3c009544" class="cell" data-execution_count="2">
+<div id="1d0b5448" class="cell" data-execution_count="2">
 <div class="sourceCode cell-code" id="cb12"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Minutes used prior to today</span></span>
 <span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a>used_to_date <span class="op">=</span> <span class="dv">443</span></span>
 <span id="cb12-3"><a href="#cb12-3" aria-hidden="true" tabindex="-1"></a></span>
diff --git a/logbook/posts/2024_07_09/index.html b/logbook/posts/2024_07_09/index.html
index 6256ab3..f75b97a 100644
--- a/logbook/posts/2024_07_09/index.html
+++ b/logbook/posts/2024_07_09/index.html
@@ -412,7 +412,7 @@ <h2 class="anchored" data-anchor-id="starting-on-figure-3-and-in-text-result-3">
 <p>For this scenario analysis, the “day time working hours of all human resources are extended by up to 2h, extending resource access to all patients” (<span class="citation" data-cites="huang_optimizing_2019">Huang et al. (<a href="#ref-huang_optimizing_2019" role="doc-biblioref">2019</a>)</span>). Given how the model scheduling is set-up, it is assumed that this means we simply adjust the schedule to end at 5, 6 or 7pm (and that that would simply shortern the night staff time).</p>
 <p>I ran these scenarios, processing and saving the relevant model results.</p>
 <p>For in-text result 3, I can see that the results do not match up to the paper. I am not surprised by this though - as the model had no seed control, as it is not mentioned in the paper, we can assume that it might not have been used by the original study, and so variation between the scenarios could (in part) reflect model stochasticity.</p>
-<div id="3ac18b18" class="cell" data-execution_count="1">
+<div id="435df9a0" class="cell" data-execution_count="1">
 <div class="sourceCode cell-code" id="cb4"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pandas <span class="im">as</span> pd</span>
 <span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a>pd.read_csv(<span class="st">"txt3.csv"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
@@ -503,7 +503,7 @@ <h2 class="anchored" data-anchor-id="starting-on-figure-3-and-in-text-result-3">
 </div>
 </div>
 <p>To test this assumption, I ran the model again for baseline with two further seeds. We can see the importance of seed control here. For example, with seed 700, we see a broader range of results, with the result for 6pm (13.32) is much higher than for the other two seeds and, compared with their 5pm results, we would’ve seen less of a reduction. Similarly, if we compared the 5pm seed 700 result with the 6pm seed 500 result, we would see a much greater reduction.</p>
-<div id="7a2a201d" class="cell" data-execution_count="2">
+<div id="ff121294" class="cell" data-execution_count="2">
 <div class="sourceCode cell-code" id="cb5"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>pd.read_csv(<span class="st">"txt3_seeds.csv"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-display" data-execution_count="2">
 <div>
@@ -559,7 +559,7 @@ <h2 class="anchored" data-anchor-id="starting-on-figure-3-and-in-text-result-3">
 </section>
 <section id="timings" class="level2">
 <h2 class="anchored" data-anchor-id="timings">Timings</h2>
-<div id="2e7a29c8" class="cell" data-execution_count="3">
+<div id="7c8c9f31" class="cell" data-execution_count="3">
 <div class="sourceCode cell-code" id="cb6"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sys</span>
 <span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a>sys.path.append(<span class="st">'../'</span>)</span>
 <span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> timings <span class="im">import</span> calculate_times</span>
diff --git a/logbook/posts/2024_07_11/index.html b/logbook/posts/2024_07_11/index.html
index 7705369..5f13df8 100644
--- a/logbook/posts/2024_07_11/index.html
+++ b/logbook/posts/2024_07_11/index.html
@@ -411,7 +411,7 @@ <h2 class="anchored" data-anchor-id="figure-5">15.32-16.31, 16.35-17.00: Figure
 </section>
 <section id="timings" class="level2">
 <h2 class="anchored" data-anchor-id="timings">Timings</h2>
-<div id="13ede0b7" class="cell" data-execution_count="1">
+<div id="3e73159a" class="cell" data-execution_count="1">
 <div class="sourceCode cell-code" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sys</span>
 <span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a>sys.path.append(<span class="st">'../'</span>)</span>
 <span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> timings <span class="im">import</span> calculate_times</span>
diff --git a/logbook/posts/2024_07_12/index.html b/logbook/posts/2024_07_12/index.html
index 94df9f3..8066816 100644
--- a/logbook/posts/2024_07_12/index.html
+++ b/logbook/posts/2024_07_12/index.html
@@ -330,7 +330,7 @@ <h2 class="anchored" data-anchor-id="tidy-and-email-author">10.30-10.50: Tidy an
 </section>
 <section id="timings-for-reproduction" class="level2">
 <h2 class="anchored" data-anchor-id="timings-for-reproduction">Timings for reproduction</h2>
-<div id="15c0be67" class="cell" data-execution_count="1">
+<div id="9fdde175" class="cell" data-execution_count="1">
 <div class="sourceCode cell-code" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sys</span>
 <span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a>sys.path.append(<span class="st">'../'</span>)</span>
 <span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> timings <span class="im">import</span> calculate_times</span>
@@ -419,7 +419,7 @@ <h2 class="anchored" data-anchor-id="des-checklist-derived-from-ispor-sdm">13.19
 </section>
 <section id="timings-for-evaluation" class="level2">
 <h2 class="anchored" data-anchor-id="timings-for-evaluation">Timings for evaluation</h2>
-<div id="be35c8f4" class="cell" data-execution_count="2">
+<div id="a489f9e1" class="cell" data-execution_count="2">
 <div class="sourceCode cell-code" id="cb3"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sys</span>
 <span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a>sys.path.append(<span class="st">'../'</span>)</span>
 <span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> timings <span class="im">import</span> calculate_times</span>
diff --git a/logbook/posts/2024_07_15/index.html b/logbook/posts/2024_07_15/index.html
index dc2c2bb..f9ffa14 100644
--- a/logbook/posts/2024_07_15/index.html
+++ b/logbook/posts/2024_07_15/index.html
@@ -362,7 +362,7 @@ <h2 class="anchored" data-anchor-id="consensus-on-evaluation">08.22-08.30, 08.37
 </section>
 <section id="timings-for-evaluation" class="level2">
 <h2 class="anchored" data-anchor-id="timings-for-evaluation">Timings for evaluation</h2>
-<div id="412ec882" class="cell" data-execution_count="1">
+<div id="be5e0dd4" class="cell" data-execution_count="1">
 <div class="sourceCode cell-code" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sys</span>
 <span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a>sys.path.append(<span class="st">'../'</span>)</span>
 <span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> timings <span class="im">import</span> calculate_times</span>
diff --git a/logbook/posts/2024_11_21/index.html b/logbook/posts/2024_11_21/index.html
index 7ea6774..68e66ed 100644
--- a/logbook/posts/2024_11_21/index.html
+++ b/logbook/posts/2024_11_21/index.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 <meta name="author" content="Amy Heather">
-<meta name="dcterms.date" content="2024-10-21">
+<meta name="dcterms.date" content="2024-11-21">
 
 <title>Reproducing Huang et al.&nbsp;2019 - Day 19</title>
 <style>
@@ -197,7 +197,7 @@ <h1 class="title">Day 19</h1>
       <div>
       <div class="quarto-title-meta-heading">Published</div>
       <div class="quarto-title-meta-contents">
-        <p class="date">October 21, 2024</p>
+        <p class="date">November 21, 2024</p>
       </div>
     </div>
     
diff --git a/search.json b/search.json
index 31c7a8b..1c0127a 100644
--- a/search.json
+++ b/search.json
@@ -417,7 +417,7 @@
     "href": "logbook/logbook.html",
     "title": "Logbook",
     "section": "",
-    "text": "These diary entries record daily progress in reproduction of the study, providing a transparent and detailed record of work.\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nDay 18\n\n\n\n\n\n\nevaluation\n\n\n\n\n\n\n\n\n\nNov 4, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 19\n\n\n\n\n\n\nevaluation\n\n\n\n\n\n\n\n\n\nOct 21, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 17\n\n\n\n\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nOct 2, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 16\n\n\n\n\n\n\nevaluation\n\n\n\n\n\n\n\n\n\nSep 3, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 15\n\n\n\n\n\n\nevaluation\n\n\n\n\n\n\n\n\n\nAug 15, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 14\n\n\n\n\n\n\nreproduction\n\n\n\n\n\n\n\n\n\nAug 12, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 13\n\n\n\n\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nJul 22, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 12\n\n\n\n\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nJul 19, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 11\n\n\n\n\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nJul 18, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 10\n\n\n\n\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nJul 16, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 9\n\n\n\n\n\n\nevaluation\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nJul 15, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 8\n\n\n\n\n\n\nreproduce\n\n\nevaluation\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nJul 12, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 7\n\n\n\n\n\n\nreproduce\n\n\n\n\n\n\n\n\n\nJul 11, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 6\n\n\n\n\n\n\nreproduce\n\n\n\n\n\n\n\n\n\nJul 10, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 5\n\n\n\n\n\n\nsetup\n\n\nreproduce\n\n\n\n\n\n\n\n\n\nJul 9, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 4\n\n\n\n\n\n\nreproduce\n\n\n\n\n\n\n\n\n\nJul 8, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 3\n\n\n\n\n\n\nreproduce\n\n\n\n\n\n\n\n\n\nJul 5, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 2\n\n\n\n\n\n\nsetup\n\n\nscope\n\n\nreproduce\n\n\n\n\n\n\n\n\n\nJul 4, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 1\n\n\n\n\n\n\nsetup\n\n\n\n\n\n\n\n\n\nJul 3, 2024\n\n\nAmy Heather\n\n\n\n\n\n\nNo matching items"
+    "text": "These diary entries record daily progress in reproduction of the study, providing a transparent and detailed record of work.\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nDay 19\n\n\n\n\n\n\nevaluation\n\n\n\n\n\n\n\n\n\nNov 21, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 18\n\n\n\n\n\n\nevaluation\n\n\n\n\n\n\n\n\n\nNov 4, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 17\n\n\n\n\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nOct 2, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 16\n\n\n\n\n\n\nevaluation\n\n\n\n\n\n\n\n\n\nSep 3, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 15\n\n\n\n\n\n\nevaluation\n\n\n\n\n\n\n\n\n\nAug 15, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 14\n\n\n\n\n\n\nreproduction\n\n\n\n\n\n\n\n\n\nAug 12, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 13\n\n\n\n\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nJul 22, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 12\n\n\n\n\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nJul 19, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 11\n\n\n\n\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nJul 18, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 10\n\n\n\n\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nJul 16, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 9\n\n\n\n\n\n\nevaluation\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nJul 15, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 8\n\n\n\n\n\n\nreproduce\n\n\nevaluation\n\n\ncompendium\n\n\n\n\n\n\n\n\n\nJul 12, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 7\n\n\n\n\n\n\nreproduce\n\n\n\n\n\n\n\n\n\nJul 11, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 6\n\n\n\n\n\n\nreproduce\n\n\n\n\n\n\n\n\n\nJul 10, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 5\n\n\n\n\n\n\nsetup\n\n\nreproduce\n\n\n\n\n\n\n\n\n\nJul 9, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 4\n\n\n\n\n\n\nreproduce\n\n\n\n\n\n\n\n\n\nJul 8, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 3\n\n\n\n\n\n\nreproduce\n\n\n\n\n\n\n\n\n\nJul 5, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 2\n\n\n\n\n\n\nsetup\n\n\nscope\n\n\nreproduce\n\n\n\n\n\n\n\n\n\nJul 4, 2024\n\n\nAmy Heather\n\n\n\n\n\n\n\n\n\n\n\n\nDay 1\n\n\n\n\n\n\nsetup\n\n\n\n\n\n\n\n\n\nJul 3, 2024\n\n\nAmy Heather\n\n\n\n\n\n\nNo matching items"
   },
   {
     "objectID": "evaluation/reflections.html",
diff --git a/sitemap.xml b/sitemap.xml
index f47113e..f43df13 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -26,7 +26,7 @@
   </url>
   <url>
     <loc>https://pythonhealthdatascience.github.io/stars-reproduce-huang-2019/logbook/posts/2024_11_21/index.html</loc>
-    <lastmod>2024-11-21T10:04:56.947Z</lastmod>
+    <lastmod>2024-11-21T10:17:16.587Z</lastmod>
   </url>
   <url>
     <loc>https://pythonhealthdatascience.github.io/stars-reproduce-huang-2019/logbook/posts/2024_07_03/index.html</loc>