A Hybrid Approach for Exploring Real‐World Linear Causality Under Multicollinearity Based on Ischemic Post‐Stroke Case Series Treated With Integrated Traditional Chinese and Modern Medicine Therapies
Our study proposed a practically hybrid approach for exploring linear causality under multicollinearity using real-world small-sample data, which suggested that balancing model performance with clinical interpretability can resolve statistical trade-offs in modelling optimization.
Authors
- Zhao-Jin Han (ORCID: https://orcid.org/0000-0001-9858-2480)
- Wentao Zhu (ORCID: https://orcid.org/0000-0002-1123-2777)
- Wenchang Zheng
- Yu Cheng (ORCID: https://orcid.org/0000-0002-4837-3370)
- S. Hou (ORCID: https://orcid.org/0000-0001-9861-151X)
- Juanjuan Sun (ORCID: https://orcid.org/0009-0002-7523-1236)
- Jianxin Chen (ORCID: https://orcid.org/0000-0002-1064-8439)
- Chunyu Wang (ORCID: https://orcid.org/0000-0001-7104-3874)
- Xinlin Li (ORCID: https://orcid.org/0000-0003-1455-1682)
- Ziyan Gu
Institutions
- Shandong University of Traditional Chinese Medicine (CN)
- Beijing University of Chinese Medicine (CN)
- Shengli Oilfield Central Hospital (CN)
- Affiliated Hospital of Liaoning University of Traditional Chinese Medicine (CN)
- Chinese Journal of Integrated Traditional and Western Medicine (CN)
- Affiliated Hospital of Shandong University of Traditional Chinese Medicine (CN)
Publication Details
- Journal
- Journal of Evidence-Based Medicine
- Published
- 2025-10-12
- DOI
- https://doi.org/10.1111/jebm.70070
- Primary Topic
- Traditional Chinese Medicine Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00