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65 changes: 38 additions & 27 deletions docs/_tex/index.tex
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\date{2024-09-25}
\date{2024-09-26}

\usepackage{setspace}
\usepackage[left]{lineno}
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representation in the context of trying to understand the feeding
dynamics of a seasonal community.

\begin{tcolorbox}[enhanced jigsaw, opacityback=0, title=\textcolor{quarto-callout-note-color}{\faInfo}\hspace{0.5em}{Box 1 - Why we need to aggregate networks at different scales: A
hypothetical case study}, left=2mm, colframe=quarto-callout-note-color-frame, toprule=.15mm, colback=white, coltitle=black, leftrule=.75mm, rightrule=.15mm, colbacktitle=quarto-callout-note-color!10!white, breakable, arc=.35mm, bottomtitle=1mm, toptitle=1mm, titlerule=0mm, bottomrule=.15mm, opacitybacktitle=0.6]
\begin{tcolorbox}[enhanced jigsaw, leftrule=.75mm, rightrule=.15mm, opacityback=0, breakable, colframe=quarto-callout-note-color-frame, colbacktitle=quarto-callout-note-color!10!white, toprule=.15mm, arc=.35mm, opacitybacktitle=0.6, left=2mm, bottomtitle=1mm, titlerule=0mm, toptitle=1mm, title=\textcolor{quarto-callout-note-color}{\faInfo}\hspace{0.5em}{Box 1 - Why we need to aggregate networks at different scales: A
hypothetical case study}, colback=white, bottomrule=.15mm, coltitle=black]

Although it might seem most prudent to be predicting, constructing, and
defining networks that are the closest representation of reality there
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trophic links, however we are lacking in tools that are explicitly
taking into consideration estimating both the feasibility as well as
realisation of links, \emph{i.e.,} both interactions and structure
simultaneously (Strydom et al., 2021). This could be addressed either
through the development of tools that do both (predict both interactions
and structure), or it might be possible to do a ensemble modelling
simultaneously (Strydom, Catchen, et al., 2021). This could be addressed
either through the development of tools that do both (predict both
interactions and structure), or to develop an ensemble modelling
approach (Becker et al., 2022). Alternatively the development of tools
that will allow for the downsampling of metawebs into realised networks
(\emph{e.g.,} Roopnarine, 2006), although deciding exactly what is
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that aligns with trying to predict interaction strength - because that
would be the gold standard. Probably also worth just plainly stating
that feasibility of developing a model that is both broadly
generalisable, but also cas local specificity is probably not attainable
(Stouffer, 2019), and more specifically the potential use un models
untangling/identifying the different processes (Song \& Levine, 2024)

\subsection{At what scale should we be predicting/using
generalisable, but also has local specificity is probably not attainable
(Stouffer, 2019), and more specifically the potential use in models
untangling/identifying the different processes that shape interaction
networks (Song \& Levine, 2024), \emph{e.g.,} Curtsdotter et al. (2019)
showcasing the use of models to disentangle the drivers of community
function and Strydom, Dalla Riva, et al. (2021) who identified that
networks are less complex than they could be, suggesting that there are
constraints on network assembly.

\subsubsection{At what scale should we be predicting/using
networks?}\label{at-what-scale-should-we-be-predictingusing-networks}

Look at Hutchinson et al. (2019)
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because two species have been recorded in teh same space does not mean
it was at the same timescale (Brimacombe et al., 2024)

\subsection{How should we use different
networks?}\label{how-should-we-use-different-networks}

What for and how we can use networks is perhaps one of the biggest
`gaps' we have in network ecology (Tim's EBV ms), and there is a serious
need to start drawing clear, ecological links between network form and
function (although see Delmas et al., 2019). That being said one of the
most important things we can do is to be aware of the parameter space
that is possible given a specific definition of a network and operate
within those parameters. And we should use this in how we also
evaluate/benchmark the performance of the different models as well;
Poisot (2023) presents a set of guidelines for assessing how well a
model recovers pairwise interactions but we lack any clear strategies
for benchmarking structure.

\subsection{Feasible, realised, or
\subsubsection{Feasible, realised, or
sustainable?}\label{feasible-realised-or-sustainable}

When do we determine a link to be `real'\ldots{} In the context of
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2024) is addressing, but again it is integrating this with the
feasible/realised axis.

\subsection{How should we use different
networks?}\label{how-should-we-use-different-networks}

What for and how we can use networks is perhaps one of the biggest
`gaps' we have in network ecology (Tim's EBV ms), and there is a serious
need to start drawing clear, ecological links between network form and
function (although see Delmas et al., 2019). That being said one of the
most important things we can do is to be aware of the parameter space
that is possible given a specific definition of a network and operate
within those parameters. And we should use this in how we also
evaluate/benchmark the performance of the different models as well;
Poisot (2023) presents a set of guidelines for assessing how well a
model recovers pairwise interactions but we lack any clear strategies
for benchmarking structure.

\section{Concluding remarks}\label{concluding-remarks}

I think a big take home will (hopefully) be how different approaches do
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Sciences}, \emph{376}(1837), 20210063.
\url{https://doi.org/10.1098/rstb.2021.0063}

\bibitem[\citeproctext]{ref-strydomSVDEntropyReveals2021}
Strydom, T., Dalla Riva, G. V., \& Poisot, T. (2021). {SVD Entropy
Reveals} the {High Complexity} of {Ecological Networks}. \emph{Frontiers
in Ecology and Evolution}, \emph{9}.
\url{https://doi.org/10.3389/fevo.2021.623141}

\bibitem[\citeproctext]{ref-terryFindingMissingLinks2020}
Terry, J. C. D., \& Lewis, O. T. (2020). Finding missing links in
interaction networks. \emph{Ecology}, \emph{101}(7), e03047.
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