Keywords
environment
Abstract
This review examines multimodal biomedical and environmental evidence under domain shift through an evidence-centered design lens. The analysis asks how temporal and molecular signals should be validated. It treats the relevant unit as a complete pathway from data or physical observations to representation, model output, human interpretation, and accountable action. The cited literature is synthesized without inventing experiments or unreported performance values. Particular attention is given to data leakage and unstable cross-domain adaptation. The review argues that credible translation requires explicit evidence boundaries, uncertainty-aware evaluation, author-visible traceability, and a documented route for intervention. The resulting framework supports health and exposure research while distinguishing component promise from system readiness.
References
Chen, P., Yang, K., Safari, M., Peng, J., Guo, B., Qi, P., ... & Scott, J. G. (2026, April). A pilot study of multimodal dosiomics and longitudinal delta-radiomics for predicting radiation-induced xerostomia in head-and-neck cancer. In Proceedings of SPIE--the International Society for Optical Engineering (Vol. 13930, p. 139301P).
Deng, H., Luo, H., Zhu, Y., Li, L., Chen, Z., Zhao, X., Li, M., Zhang, J., Wang, M., Cao, Y., & Kang, Y. (2026). IIB-LPO: Latent policy optimization via iterative information bottleneck. arXiv preprint arXiv:2601.05870.
Fang, R., Zhao, J., Wang, S., Pu, R., Li, B., Cai, J., ... & Wang, B. (2025). Saga: Structural aggregation guided alignment with dynamic view and neighborhood order selection for multiview graph domain adaptation. In The Fourteenth International Conference on Learning Representations.
Han, Z., Chen, W., Han, Y., Mao, R., & Qin, J. (2026). Fast diversified top-k rule discovery via user-guided embeddings. IEEE Transactions on Knowledge and Data Engineering, 38, 1739–1753.
Lian, X., Wang, Y., Guo, J., Wan, X., Ye, X., Zhou, J., Han, R., Yu, H., Huang, S., & Li, J. (2024). The short-term effects of individual and mixed ambient air pollutants on suicide mortality: A case-crossover study. Journal of Hazardous Materials, 472, 134505.
Maclure, M. (1991). The case-crossover design: A method for studying transient effects on the risk of acute events. American Journal of Epidemiology, 133(2), 144-153. https://doi.org/10.1093/oxfordjournals.aje.a115853
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., ... & Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ, 372, n71. https://doi.org/10.1136/bmj.n71
Tao, J., Lyu, R., & Cao, X. (2026). A Deep Learning-Based Automated Content Moderation Framework for Online Platforms. Future-Adaptive Intelligence and Lifelong Systems, 1(1).
Tao, R., Huang, F., Lin, K., Shao-Wei, L., De, W., & Luo, D. S. (2021). Using RNA-seq to explore the hub genes in the trigeminal root entry zone of rats by compression injury. Pain Physician, 24(5), E573.
Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., Kaiser, Ł., & Polosukhin, I. (2017). Attention is all you need. Advances in Neural Information Processing Systems, 30.