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
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.· Scientific Reports· 0 citations
Heterogeneous cardiac signals can mutually supervise a single foundation model of cardiac physiology using a physiology-aware joint-embedding predictive architecture built on a physiology-aware joint-embedding predictive architecture.
Hamza Shafiq, Hung Manh Pham, Bin Zhu et al.· 3 citations· ⚡1
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