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This fundamental (and quite reasonable) limitation of any machine learning technique is addressed by feature selection: choosing a good set of features upon which to build models.
Ultimately, these techniques could make machine learning more accessible. Although automated machine learning has been around for almost a decade, researchers are still working to refine it.
Our findings suggest that integrating machine learning into traditional statistical methods can provide more accurate and generalizable models for disease risk prediction.