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Interpretable machine learning for gallstone risk prediction: an ensemble stacking approach with SHAP analysis

Selahaddin Batuhan Akben1, Hilal Yumrutaş1

  • 1Department of Electrical and Electronics Engineering, Osmaniye Korkut Ata University, Türkiye.

Computer Methods in Biomechanics and Biomedical Engineering
|August 7, 2026
PubMed
Summary

No abstract available in PubMed .

Keywords:
Gallstone diseaseSHAP analysisbioimpedanceensemble stackingmachine learning interpretability

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Cholecystitis01:20

Cholecystitis

Cholecystitis is inflammation of the gallbladder, most commonly caused by obstruction of the cystic duct. This blockage prevents bile from draining, leading to gallbladder distension, inflammation, and potentially serious complications. This condition may present acutely or chronically and can happen with or without gallstones.EtiologyAbout 95% of cholecystitis cases are calculous, caused by gallstones blocking the cystic duct, leading to bile accumulation and inflammation of the gallbladder...