Author

Umair Muneer Butt

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Open access Sep 2026

Explainable diabetes prediction using a stacked ensemble framework

A robust and explainable machine learning framework based on a stacked ensemble model that uses Random Forest, Support Vector Machine, and Gradient Boosting as base learners and Catboost as the meta-learner to support more informed and trustworthy decision-making in healthcare applications is presented.

Saher Fatima Awan, Kainat Irfan, Umair Muneer Butt et al. · PLoS ONE · 0 citations

Open access 2026

SimpliMed-RAHF: A Human-Feedback-Inspired Reinforcement Learning Framework for Medical Text Simplification With the SimpleDC Dataset

Overall, SimpliMed—and particularly its efficient hybrid re-ranking methodology— shows meaningful progress toward producing accurate, readable, and clinically reliable medical text simplifications.

Zunaira Rashid, Umair Muneer Butt, S. Letchmunan · IEEE Access · 0 citations