— Achievements
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Profile
Builds leakage-aware, explainable models with HCTM clinicians — and led SLEcare from a lupus-nephritis dataset to Grand Winner at Innoverse 2026.
- explainable ML
- SHAP · EBM
- clinical data
Signature results
- Grand Winner · Innoverse 2026SLEcare, as team leader — Bali, 20+ countries
- Gold · INNOMD 2026One of 12 finalists at KLCC
- Commissioned by HCTMExplainable models for neurology and rheumatology
- Data team lead · WaRiSANMalaysia's national academia LLM