Correlation does not equal causation: the imperative of causal inference in machine learning models for immunotherapy
Machine learning (ML) has played a crucial role in advancing precision immunotherapy by integrating multi-omics data to identify biomarkers and predict therapeutic responses. However, a prevalent methodological flaw persists in immunological studies—an overreliance on correlation-based analysis whil...
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| Principais autores: | , , , , |
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| 格式: | Artigo |
| 語言: | Inglês |
| 出版: |
Frontiers Media S.A.
2025-09-01
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| 叢編: | Frontiers in Immunology |
| 主題: | |
| 在線閱讀: | https://www.frontiersin.org/articles/10.3389/fimmu.2025.1630781/full |
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