In a grid of UCLCHEM dark-cloud models, SHAP and UMAP show temperature and density dominate nine molecular ratios, while CN/HCN and HNC/HCN are the most carbon-sensitive probes and CS/SO is the only oxygen-sensitive one.
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Understanding molecular ratios in the carbon and oxygen poor outer Milky Way with interpretable machine learning
In a grid of UCLCHEM dark-cloud models, SHAP and UMAP show temperature and density dominate nine molecular ratios, while CN/HCN and HNC/HCN are the most carbon-sensitive probes and CS/SO is the only oxygen-sensitive one.