ersilia-os / ersilia

The Ersilia Model Hub, a repository of AI/ML models for infectious and neglected disease research.
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🦠 Model Request: MELLODDY-Tuner #1384

Closed miquelduranfrigola closed 2 days ago

miquelduranfrigola commented 4 days ago

Model Name

Melloddy Tuner chemical data preparation

Model Description

Melloddy Tuner is a chemical data preparation pipeline used as part of the Melloddy consortium for federated learning. Here, the chemoinformatics parts of this pipeline are extracted to standardise compounds, assign folds, and obtain hashings. The tool is used as part of the ZairaChem pipeline developed by Ersilia.

Slug

melloddy-tuner

Tag

Chemical notation

Publication

https://pubs.acs.org/doi/10.1021/acs.jcim.3c00799

Source Code

https://github.com/melloddy/MELLODDY-TUNER

License

MIT

miquelduranfrigola commented 4 days ago

/approve

github-actions[bot] commented 4 days ago

New Model Repository Created! 🎉

@miquelduranfrigola ersilia model respository has been successfully created and is available at:

🔗 ersilia-os/eos6ibc

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miquelduranfrigola commented 4 days ago

@GemmaTuron we can add this as part of the ZairaChem v2 development

miquelduranfrigola commented 2 days ago

Based on a recent discussion, let's not incorporate this model yet. It has the problem that output is context-dependent, that is, the results for a given molecule will depend on the other molecules that are part of the input. Consequently, we would need to do major changes in Ersilia to account for this, for example, batching should be disallowed.

I will now delete this model repository and the corresponding entry in AirTable