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Using Artificial Intelligence to Find the Optimal Margin Width in Hepatectomy for Colorectal Cancer Liver Metastases
Published in JAMA Surgery, 2022
An AI-driven analysis identifying optimal surgical margin widths in hepatectomy for colorectal cancer liver metastases to improve long-term oncologic outcomes.
An interpretable AI model for recurrence prediction after surgery in gastrointestinal stromal tumour: an observational cohort study
Published in Lancet eClinicalMedicine, 2023
An interpretable AI model predicting recurrence risk after surgical resection of gastrointestinal stromal tumors, designed to support personalized post-operative surveillance and treatment planning.
Interpretable artificial intelligence to optimise use of imatinib after resection in patients with localised gastrointestinal stromal tumours: an observational cohort study
Published in Lancet Oncology, 2024
An interpretable AI model to guide adjuvant imatinib treatment decisions after resection of localized gastrointestinal stromal tumors, validated in a large multi-institutional cohort.
Towards Better Clinical Risk Scores with AnnealScore: A Residual-Guided Simulated Annealing Algorithm
Submitted to International Journal of Biostatistics · revise & resubmit
A residual-guided simulated annealing algorithm for building sparse, interpretable clinical risk scores, improving on existing integer risk-scoring methods.
Plasma Proteomics for Unified Multi-Disease Diagnostics and Multi-Horizon Prognostics
In preparation, 2026
A unified plasma-proteomic model for multi-disease diagnosis and multi-horizon prognosis, aiming to enable earlier and more precise disease detection from a single blood draw.
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