# From shallow to deep: The evolution of machine learning and mechanistic model integration in cancer research

> Research article (Current Opinion in Systems Biology, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4407249222](https://www.wikidata.org/wiki/openalex:W4407249222)  
**Source**: https://4ort.xyz/entity/from-shallow-to-deep-the-evolution-of-machine-learning-and-mechanistic-model-integration-in-cancer-research