GPU dose engine calculated MRI-guided proton plans within 14 seconds
gPRIDE closely matched Monte Carlo calculations for most anatomies and completed MRI-guided proton dose calculations within 13.7 seconds.
gPRIDE closely matched Monte Carlo calculations for most anatomies and completed MRI-guided proton dose calculations within 13.7 seconds.
Gold nanoparticles increased proton-induced clonogenic killing from 4 Gy onward, with similar sensitization using 20- and 50-nm particles.
Linac-based 40 Gy in five fractions produced low severe toxicity and rapid urinary recovery across seven centres, although follow-up remained short.
Robust photon planning usually improved uncertainty-resistant target coverage, but modelling, evaluation, and reporting varied substantially across the literature.
Higher vaginal D2cc and target-dose distribution independently predicted grade 1–2 vaginal toxicity after combined external-beam radiotherapy and cuff brachytherapy.
Adding the first treatment CBCT improved response and survival prediction, while additional scans progressively reduced classification performance.
Single-camera surface guidance provided comparable mean setup accuracy with less variability, while intrafraction breast motion remained below 3 mm in most observations.
Low-cost diagnostic and treatment phantoms improved students’ self-reported understanding of radiation medicine, although formal learning outcomes were not assessed.
Protons substantially reduced mean cardiac exposure, but no cardiac dose metric predicted patient-reported symptoms during the first six months.
Most treatment-related deficits improved by six months, although bowel and sexual problems persisted in several standard-dose and locally advanced groups.
Estimated immune-cell dose predicted lymphocyte decline and was substantially lower with proton plans, particularly spot-scanning proton arc therapy.
Acuros XB was more sensitive than AAA to synthetic CT discrepancies, but target-dose differences remained small in prostate and glioma plans.
No individual clinical, imaging, blood, or molecular marker reliably predicted pathological complete response, while integrated multimodal models showed greater potential.
Combining plan complexity with three-dimensional dose radiomics improved tomotherapy PSQA prediction, although performance deteriorated substantially during cross-institution testing.
Modern intracavitary platforms can intensify pericavitary dose immediately after surgery, but standardized patient-specific dosimetry and comparative clinical evidence remain lacking.