# Machine Learning in Homogeneous Catalysis: Basic Concepts and Best Practices

**Authors:** David Dalmau, Susana García-Abellán, Juan V. Alegre-Requena

PMC · DOI: 10.1021/acscatal.5c06439 · ACS Catalysis · 2025-12-19

## Full-text entities

- **Diseases:** CLUSTERING (MESH:D003027), DIGITALIZATION (MESH:C000721267), ML (MESH:D007859)
- **Chemicals:** carbon (MESH:D002244), pyridines (MESH:D011725), nitrogen (MESH:D009584), phosphorus (MESH:D010758), Br (MESH:D001966), metal (MESH:D008670), a -NMe2 (-), pyrazines (MESH:D011719), phosphoric acids (MESH:D010756), Ar (MESH:D001128), BINOL (MESH:C406944), hydrogen (MESH:D006859), V (MESH:D014639), Pd (MESH:D010165), phosphine (MESH:C044646)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## References

114 references — full list in the complete paper: https://tomesphere.com/paper/PMC12772449/full.md

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Source: https://tomesphere.com/paper/PMC12772449