diff --git a/docs/_tex/images/mechanism.png b/docs/_tex/images/mechanism.png
index 1058801..d27a9ba 100644
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diff --git a/docs/_tex/index.tex b/docs/_tex/index.tex
index f2b6561..fd23d20 100644
--- a/docs/_tex/index.tex
+++ b/docs/_tex/index.tex
@@ -444,7 +444,7 @@ \subsection{Putting the parts together; what does it
 research programmes (or even practical needs) that have been driving the
 construction of them.
 
-\begin{tcolorbox}[enhanced jigsaw, bottomtitle=1mm, coltitle=black, opacityback=0, arc=.35mm, colback=white, bottomrule=.15mm, toprule=.15mm, colframe=quarto-callout-note-color-frame, colbacktitle=quarto-callout-note-color!10!white, leftrule=.75mm, rightrule=.15mm, toptitle=1mm, titlerule=0mm, title=\textcolor{quarto-callout-note-color}{\faInfo}\hspace{0.5em}{Box 1 - Moving between the feasibility and reality of interactions}, left=2mm, breakable, opacitybacktitle=0.6]
+\begin{tcolorbox}[enhanced jigsaw, arc=.35mm, opacityback=0, leftrule=.75mm, title=\textcolor{quarto-callout-note-color}{\faInfo}\hspace{0.5em}{Box 1 - Moving between the feasibility and reality of interactions}, colframe=quarto-callout-note-color-frame, toprule=.15mm, breakable, coltitle=black, bottomtitle=1mm, opacitybacktitle=0.6, left=2mm, colback=white, toptitle=1mm, titlerule=0mm, colbacktitle=quarto-callout-note-color!10!white, bottomrule=.15mm, rightrule=.15mm]
 
 Before thinking about the ways in which we can predict networks it is
 perhaps meaningful to take a step back and think about the different
@@ -833,7 +833,7 @@ \subsection{Model families}\label{model-families}
 
 \end{figure}%
 
-\begin{tcolorbox}[enhanced jigsaw, bottomtitle=1mm, coltitle=black, opacityback=0, arc=.35mm, colback=white, bottomrule=.15mm, toprule=.15mm, colframe=quarto-callout-note-color-frame, colbacktitle=quarto-callout-note-color!10!white, leftrule=.75mm, rightrule=.15mm, toptitle=1mm, titlerule=0mm, title=\textcolor{quarto-callout-note-color}{\faInfo}\hspace{0.5em}{Box 2 - Assessing model outputs}, left=2mm, breakable, opacitybacktitle=0.6]
+\begin{tcolorbox}[enhanced jigsaw, arc=.35mm, opacityback=0, leftrule=.75mm, title=\textcolor{quarto-callout-note-color}{\faInfo}\hspace{0.5em}{Box 2 - Assessing model outputs}, colframe=quarto-callout-note-color-frame, toprule=.15mm, breakable, coltitle=black, bottomtitle=1mm, opacitybacktitle=0.6, left=2mm, colback=white, toptitle=1mm, titlerule=0mm, colbacktitle=quarto-callout-note-color!10!white, bottomrule=.15mm, rightrule=.15mm]
 
 Although understanding the underlying philosophy of the different model
 families is beneficial it is also important to understand in what
diff --git a/docs/images/mechanism.png b/docs/images/mechanism.png
index 1058801..d27a9ba 100644
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diff --git a/docs/index.docx b/docs/index.docx
index 543f4c2..f66d819 100644
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diff --git a/docs/index.html b/docs/index.html
index 86bd1ed..cb207f8 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -1344,7 +1344,7 @@ <h2 class="unnumbered anchored" data-anchor-id="references">References</h2>
 });
 </script>
 </div> <!-- /content -->
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diff --git a/docs/index.pdf b/docs/index.pdf
index 781e7ba..6c1ae82 100644
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diff --git a/docs/notebooks/model_qualitative-preview.html b/docs/notebooks/model_qualitative-preview.html
index cc07f08..501d7ec 100644
--- a/docs/notebooks/model_qualitative-preview.html
+++ b/docs/notebooks/model_qualitative-preview.html
@@ -1688,7 +1688,7 @@ <h2 class="anchored" data-anchor-id="visualisation">Visualisation</h2>
 <div id="fig-dendro" class="quarto-figure quarto-figure-center quarto-float anchored">
 <figure class="quarto-float quarto-float-fig figure">
 <div aria-describedby="fig-dendro-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
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+<a href="../images/dendo.png" class="lightbox" data-glightbox="description: .lightbox-desc-1" data-gallery="quarto-lightbox-gallery-1"><img src="../images/dendo.png" class="img-fluid figure-img"></a>
 </div>
 <figcaption class="quarto-float-caption-bottom quarto-float-caption quarto-float-fig" id="fig-dendro-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
 Dendrogram of the trait table using a hierarchical clustering model, This is based off of the traits table in SuppMat 2)
@@ -2092,7 +2092,7 @@ <h2 class="unnumbered anchored" data-anchor-id="references">References</h2>
     }
   }
 });
-</script>  </div> <!-- /content -->  <script>var lightboxQuarto = GLightbox({"openEffect":"zoom","selector":".lightbox","closeEffect":"zoom","loop":false,"descPosition":"bottom"});
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diff --git a/docs/notebooks/model_qualitative.out.ipynb b/docs/notebooks/model_qualitative.out.ipynb
index 0665e4a..ae4b23f 100644
--- a/docs/notebooks/model_qualitative.out.ipynb
+++ b/docs/notebooks/model_qualitative.out.ipynb
@@ -29,7 +29,7 @@
     "\n",
     "Eight. What are the data sources needed for each model."
    ],
-   "id": "2265b66b-6467-4d27-bf0c-b730f6807abe"
+   "id": "0732f6d6-3424-472b-b021-3e6ea15b6ebc"
   },
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    "cell_type": "code",
@@ -54,7 +54,7 @@
     "# this is the clustering code\n",
     "source(\"scripts/hierarchy_cluster.R\")\n"
    ],
-   "id": "6b1023f9-17f2-4dd4-8793-d1b82b564869"
+   "id": "3d914774-e127-403e-a4d8-b102072bdf01"
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@@ -64,7 +64,7 @@
     "\n",
     "We can visualise these eight ‘character traits’ as a table"
    ],
-   "id": "e88e9715-8419-49d7-85a4-8dbd846a16ef"
+   "id": "07179ea1-8f36-4d21-904b-198497d2d596"
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@@ -1840,7 +1840,7 @@
     "    columns = everything()) %>% \n",
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    ],
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index 5c91727..445777d 100644
--- a/docs/notebooks/model_quantitative-preview.html
+++ b/docs/notebooks/model_quantitative-preview.html
@@ -501,7 +501,7 @@ <h2 class="anchored" data-anchor-id="visualising-results">Visualising results</h
 <div id="fig-boxplot" class="quarto-figure quarto-figure-center quarto-float anchored">
 <figure class="quarto-float quarto-float-fig figure">
 <div aria-describedby="fig-boxplot-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
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+<a href="../images/boxplot.png" class="lightbox" data-glightbox="description: .lightbox-desc-1" data-gallery="quarto-lightbox-gallery-1"><img src="../images/boxplot.png" class="img-fluid figure-img"></a>
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 Boxplot
@@ -512,7 +512,7 @@ <h2 class="anchored" data-anchor-id="visualising-results">Visualising results</h
 <div id="fig-topology" class="quarto-figure quarto-figure-center quarto-float anchored">
 <figure class="quarto-float quarto-float-fig figure">
 <div aria-describedby="fig-topology-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
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+<a href="../images/topology.png" class="lightbox" data-glightbox="description: .lightbox-desc-2" data-gallery="quarto-lightbox-gallery-2"><img src="../images/topology.png" class="img-fluid figure-img"></a>
 </div>
 <figcaption class="quarto-float-caption-bottom quarto-float-caption quarto-float-fig" id="fig-topology-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
 Differences
@@ -949,7 +949,7 @@ <h2 class="unnumbered anchored" data-anchor-id="references">References</h2>
     }
   }
 });
-</script>  </div> <!-- /content -->  <script>var lightboxQuarto = GLightbox({"closeEffect":"zoom","descPosition":"bottom","openEffect":"zoom","loop":false,"selector":".lightbox"});
+</script>  </div> <!-- /content -->  <script>var lightboxQuarto = GLightbox({"openEffect":"zoom","closeEffect":"zoom","descPosition":"bottom","selector":".lightbox","loop":false});
 window.onload = () => {
   lightboxQuarto.on('slide_before_load', (data) => {
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diff --git a/docs/notebooks/model_quantitative.out.ipynb b/docs/notebooks/model_quantitative.out.ipynb
index 4f01f62..40cc4d1 100644
--- a/docs/notebooks/model_quantitative.out.ipynb
+++ b/docs/notebooks/model_quantitative.out.ipynb
@@ -97,7 +97,7 @@
     "\n",
     "## Visualising results"
    ],
-   "id": "dc7f85f7-2a67-42af-82cd-42efdc41e788"
+   "id": "be602ecc-6cda-42f4-93f8-45898a0deacd"
   },
   {
    "cell_type": "code",
@@ -121,7 +121,7 @@
     "# this is the clustering code\n",
     "source(\"scripts/benchmarking.R\")\n"
    ],
-   "id": "28eab528-9ed7-4a24-b0a2-a24ac4cfd739"
+   "id": "ec07156c-547a-4c8c-bc10-94076839597d"
   },
   {
    "cell_type": "markdown",
@@ -167,7 +167,7 @@
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6E4mKdyZOPPHESCRS07COHTvG6+3bt3fp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\nWJ9zzjk//vGPjzhVIq579+5hUVpaWlFR0aZNm8MOW716dVgMGDA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diff --git a/images/mechanism.png b/images/mechanism.png
index 1058801..d27a9ba 100644
Binary files a/images/mechanism.png and b/images/mechanism.png differ