CHIME is an SVM model that predicts the taxonomic kingdom (Fungi, Plantae, Bacteria, or Metazoa) of a molecule from its SMILES based on their Morgan Fingerprints. It was trained on LOTUS database.

F1-score (on test set of +5k molecules) : 0.94

SVM parameters :

Molecular Fingerprint parameters :

Tests with undisclosed architecture achived 0.96 f1-score on all classes.