Publications by authors named "Ibai Gurrutxaga"
Survival Stacking Ensemble Model for Lung Cancer Risk Prediction.
Stud Health Technol Inform
November 2024
Article Synopsis
- Smoking is the primary risk factor for lung cancer, accounting for about 85% of cases, and the Lung Cancer Risk Assessment Tool (LCRAT) predicts individual risk using various personal data.
- The proposed model simplifies risk prediction by using fewer features and a stacking ensemble approach, making it easier to implement in healthcare settings.
- Both the new model and LCRAT show strong performance with similar AUC scores, enhancing prediction reliability by combining different survival models to improve efficiency and generalizability.