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Author

Hamza Shafiq

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#artificial intelligence Preprint Oct 2026

Retrieval-Augmented Multimodal Language Model with Heterogeneous Evidence Integration for Clinical Prognosis

Clinical prognosis requires integrating structured measurements, physiological waveforms, longitudinal history, and population context. We introduce PRISM (Population-Retrieved Inference for Structured Multimodal Prognosis), a multimodal language model that combines per-feature numerical tokenization, recency-weighted...

Hamza Shafiq, Jia-Lu Tang, Ting Dang et al. · 0 citations
Open access Sep 2026

Comparative evaluation of traditional and advanced AI models for classifying brain tumor status from MRI reports

To evaluate automated classification of English brain MRI reports into nontumor, posttreatment-tumor, and pretreatment-tumor categories under duplicate-aware internal validation, comparing transparent lexical baselines, a recurrent deep-learning baseline, and pretrained transformer encoders with comprehensive statist...

Hamza Shafiq, A. Masih, Talha Asif et al. · 0 citations

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