Article

Advanced Ensemble Machine Learning Framework for Lung Cancer Prediction: A Comprehensive Multi-Algorithmic Approach with Sophisticated Feature Engineering and Clinical Decision Support Integration

2025-07-24

Abstract excerpt

Lung cancer remains the leading cause of cancer-related mortality worldwide, with 2.21 million new cases and 1.80 million deaths annually. Existing diagnostic methods often lack accuracy, accessibility, and cost-effectiveness, especially in low-resource settings. This study proposes a robust ensemble machine learning framework for lung cancer risk prediction using a dataset of 309 patients with 15 clinical and lif...

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Literature Corpus work: 7d882b2d-eb05-50a7-a4c4-854591172b54
DOI: 10.22541/au.175332603.34577275/v1

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