Simulation study using persistent homology on 2450 nuclei shows DSB topology encodes particle identity, SOBP position, and oxygen tension with balanced accuracies from 1.000 down to 0.189 depending on LET.
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2 Pith papers cite this work. Polarity classification is still indexing.
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physics.med-ph 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
VOxA achieves R²=0.719 on 233 OER observations across 10 particle types and outperforms clinical standards by 28.4% in survival OER MAE while running over 10^6 times faster than Monte Carlo.
citing papers explorer
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Topological structure of radiation-induced DNA damage encodes coupled LET-oxygen signatures
Simulation study using persistent homology on 2450 nuclei shows DSB topology encodes particle identity, SOBP position, and oxygen tension with balanced accuracies from 1.000 down to 0.189 depending on LET.
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Voxel-aware oxygen kinetics resolves radiation-induced DNA damage retention across LET-oxygen conditions
VOxA achieves R²=0.719 on 233 OER observations across 10 particle types and outperforms clinical standards by 28.4% in survival OER MAE while running over 10^6 times faster than Monte Carlo.