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refs for fig not working so removed
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jessdtate committed Apr 10, 2023
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Expand Up @@ -19,9 +19,9 @@ UncertainSCI can be built from source code using the `setup.py` script. To call

### Quick Guide

Users can evaluate the effect of input uncertainty on forward models with UncertainSCI's implementation of [polynomial Chaos expansion (PCE)](../api_docs/pce.html). The pipeline for the process is shown in \autoref{fig:qg_pipeline}.
Users can evaluate the effect of input uncertainty on forward models with UncertainSCI's implementation of [polynomial Chaos expansion (PCE)](../api_docs/pce.html). The pipeline for the process is shown in the following image:

![User pipeline for UncertainSCI. After the user inputs parameter distributions, UncertainSCI will compute an efficient sampling scheme. The parameter samples are run through the targeted modeling pipeline, which can be implemented in external software tools. The computed solutions are collected and compiled into relevant statistics with UncertainSCI. \label{fig:qg_pipeline}](../../paper/UncertainSCI_pipeline.png)
![User pipeline for UncertainSCI. After the user inputs parameter distributions, UncertainSCI will compute an efficient sampling scheme. The parameter samples are run through the targeted modeling pipeline, which can be implemented in external software tools. The computed solutions are collected and compiled into relevant statistics with UncertainSCI.](../../paper/UncertainSCI_pipeline.png)

#### Before Using UncertainSCI

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