Author

I. Garraway

2 papers indexed here

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Jul 2026

TrajSurv-mPC: Learning From Prostate-Specific Antigen Trajectories for Interpretable and Generalizable Survival Prediction in Metastatic Prostate Cancer.

PURPOSE Conventional prognostic models for metastatic prostate cancer (mPC) typically rely on summary features like prostate-specific antigen (PSA) doubling time, often obscuring informative longitudinal dynamics. We developed TrajSurv-mPC, a flexible deep learning framework that analyzes full premetastasis patient tra...

Si-Hang Zeng, Lukas Owens, Lucas J. Liu et al. · JCO Clinical Cancer Informat... · 0 citations

Open access Jul 2026

Comparative analysis of discriminative and generative natural language processing pipelines for automated prostate magnetic resonance imaging reports

Objectives: Natural language processing (NLP) can enable scalable extraction of clinically relevant information from unstructured radiology reports retrieved from electronic healthcare data warehouses, but reliance on externally hosted models may pose cost, privacy, and deployment challenges. We compared self-hosted di...

D. Lee, N. McCoy, C. Haroldsen et al. · medRxiv · 0 citations