# 7.5 Evaluating MPNN Outputs

> Evaluating MPNN Outputs (Module 7: The Sequence Finder). Key concept: Choosing the best sequence. Evaluate generated sequences on several metrics rather than one.

Evaluating MPNN Outputs (Module 7: The Sequence Finder). Key concept: Choosing the best sequence. Evaluate generated sequences on several metrics rather than one.

- Evaluate generated sequences on several metrics rather than one
- Rank candidates by core quality, surface charge, solubility and predicted confidence
- Explain why the best MPNN score does not reliably give the best protein

## Links

- [Module 7: The Sequence Finder](https://proteindesign.academy/module/7)
- [Introduction](https://proteindesign.academy/module/7/intro)
- [7.1 Sequence Space](https://proteindesign.academy/module/7/1)
- [7.2 The Degeneracy Principle](https://proteindesign.academy/module/7/2)
- [7.3 Solubility Surgeon](https://proteindesign.academy/module/7/3)
- [7.4 ProteinMPNN: How It Works](https://proteindesign.academy/module/7/4)
- [7.integration The Sequence Swap](https://proteindesign.academy/module/7/integration)
- [The MPNN Challenge](https://proteindesign.academy/module/7/capstone)
- [Use the Tools](https://proteindesign.academy/module/7/tools)