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Author profile
John H Gennari
University of Washington
Uncertainty-Aware Multimodal Biomarker-Guided Treatment Response Prediction: Integrating FDG PET, T-cell Repertoire, and Inflammatory Cytokines with Conformal Uncertainty Quantification
Uncertainty-aware multimodal biomarker-guided treatment response prediction in metastatic NSCLC remains a critical unmet need to support robust therapy selection and adaptation over time. We developed a multimodal framework integrating FDG-PET, T-cell recepto...
Poster Program · Therapy Physics
Uncertainty-Aware Multiscale Patient- and Voxel-Level Treatment Response Forecasting for Personalized Radiotherapy Using Conformal Prediction In Advanced Non-Small Cell Lung Cancer (NSCLC)
Multiscale treatment response prediction in advanced NSCLC enables spatially informed dose painting, yet prediction point estimates alone do not convey the uncertainty required for adaptive therapy decision support. We developed a multiscale conformal predict...
Poster Program · Therapy Physics