# Application of machine learning in risk stratification of obesity-related osteoarthritis: A study based on a nationally representative sample

**Authors:** Qingzhu Wu, A Liang, Yihao Tian, Hongqiu Li, Zhen Liu, Kebin Xu, Baizhou Liang, Yudong Wu, Fu Ren, Xin Li

PMC · DOI: 10.1515/jtim-2025-0060 · Journal of Translational Internal Medicine · 2025-11-25

## Full-text entities

- **Diseases:** heart attack (MESH:D009203), knee OA (MESH:D020370), anemia (MESH:D000740), hypertension (MESH:D006973), hip OA (MESH:D015207), functional impairment (MESH:D003072), thyroid disease (MESH:D013959), chronic pain (MESH:D059350), congestive heart failure (MESH:D006333), liver conditions (MESH:D017093), malignancy (MESH:D009369), diabetes (MESH:D003920), angina (MESH:D000787), inflammation (MESH:D007249), Disease (MESH:D004194), degenerative joint disease (MESH:D019636), coronary heart disease (MESH:D003327), OA (MESH:D010003), thyroid problems (MESH:D013966), obese (MESH:D009765), stroke (MESH:D020521)
- **Chemicals:** lead (MESH:D007854), cadmium (MESH:D002104)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## References

6 references — full list in the complete paper: https://tomesphere.com/paper/PMC12916268/full.md

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Source: https://tomesphere.com/paper/PMC12916268