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The notebooks in scripts/150_validation and scripts/175_discovery generate the figures for the manuscript.
scripts/150_validation
scripts/175_discovery
For example, to generate the ROC/PR curves:
$ cd [REPO_PATH]/scripts/ $ bash run_nb.sh 150_validation/01_roc-omim_standard-mashr_models.ipynb