# Advances in artificial intelligence empowering early-stage human health: Current landscape and future directions

**Authors:** Nana Zheng, Xinyu Zhang, Chao Li, Forrest Tin Wai Cheung, Xiaoqing Hu, Jihui Zhang, Hongliang Feng

PMC · DOI: 10.1016/j.xinn.2025.101222 · The Innovation · 2025-12-03

## Full-text entities

- **Diseases:** excess (MESH:D006970), colorectal cancer (MESH:D015179), depression (MESH:D003866), heart disease (MESH:D006331), PH-LLM (MESH:D010554)
- **Species:** Homo sapiens (human, species) [taxon 9606]

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## References

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Source: https://tomesphere.com/paper/PMC12957549