Causal machine learning for exploring radiation dose effects on mandibular osteoradionecrosis

npj Digital Medicine · Published 2026-07-29 · DOI 10.1038/s41746-026-03072-9

Free full text

Authors (11)

Jingyuan Chen, Yunze Yang, Olivia M. Muller, Lei Zeng, Zhengliang Liu, Tianming Liu, Robert L. Foote, Daniel J. Ma, Samir H. Patel, Zhong Liu, Wei Liu

Abstract

PubPorta does not have an abstract for this article yet.

Read the article at the publisher →

Publication details

Year

2026

Citation

Chen, J., Yang, Y., Muller, O., et al. (2026). Causal machine learning for exploring radiation dose effects on mandibular osteoradionecrosis. npj Digital Medicine. https://doi.org/10.1038/s41746-026-03072-9

Related articles

• Personalized Prevention of Osteoradionecrosis of the Jaws: From Clinical Risk Profiling and Site-Specific Dosimetry to Artificial Intelligence and Individualized Treatment-Effect Estimation · Journal of Personalized Medicine · 2026 · Cites or is cited by this article
• Large-scale bilateral cardiovascular monitoring via wearable rings · npj Digital Medicine · 2026 · Same journal
• Interpreting the clinical utility and generalizability of a multitask perioperative prediction model · npj Digital Medicine · 2026 · Same journal
• An interpretable artificial intelligence model for real-time leukemia screening via routine blood tests across multicenter cohorts · npj Digital Medicine · 2026 · Same journal
• Policy optimized MedGemma for multimodal prostate cancer care · npj Digital Medicine · 2026 · Same journal
• An objective smartphone speech diagnostic aid for adolescent major depressive disorder · npj Digital Medicine · 2026 · Same journal
• A Multi-Agent MLLM Framework for Imaging-Grounded Treatment Recommendation in Acute Ischemic Stroke · npj Digital Medicine · 2026 · Same journal
• Multimodal deep learning for preoperative invasiveness stratification of lung adenocarcinoma spectrum nodules · npj Digital Medicine · 2026 · Same journal
• Operationalizing the EU AI Act in a comprehensive cancer center through an institutional governance framework · npj Digital Medicine · 2026 · Same journal
• Large language model-assisted referral triage automation in a tertiary hospital · npj Digital Medicine · 2026 · Same journal