NOTICE

DrugMesh
Copyright 2026 The DrugMesh Authors

This product includes software derived in concept from the drug_id_mapping
toolkit developed at NCSR "Demokritos":

    drug_id_mapping — NCSR Demokritos module
    Copyright 2021 Fotis Aisopos
    Licensed under the Apache License, Version 2.0.
    https://github.com/iit-Demokritos/drug_id_mapping

DrugMesh is an independent re-implementation in Scala/Apache Spark with added
machine-learning and text-mining components. It reuses the public column
contract of the original `drug-mappings.tsv` dataset.

If you use the resulting drug-mappings dataset in your work, please cite:

    Aisopos, F., Paliouras, G. Comparing methods for drug-gene interaction
    prediction on the biomedical literature knowledge graph: performance
    versus explainability. BMC Bioinformatics 24, 272 (2023).
    https://doi.org/10.1186/s12859-023-05373-2

This product also relies on third-party open-source software, each under its
own license, including Apache Spark, Spark NLP (John Snow Labs), the LinkedIn
isolation-forest library, Elasticsearch Hadoop, sttp client, Circe, Cats /
Cats-Effect, PureConfig and scala-xml.