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English Information

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Authors
# Name
1 Rafael Conrado(rafaelconrado@usp.br)
2 Eduardo Campos(educampos@usp.br)
3 Caetano Traina Jr.(caetano@icmc.usp.br)
4 Agma Traina(agma@icmc.usp.br)
5 Mirela Cazzolato(mtcazzolato@gmail.com)

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Reference
# Reference
1 Clusmann, J., Kolbinger, F., Muti, H., Carrero, Z., Eckardt, J.-N., Laleh, N., Loffler, C., Schwarzkopf, S.-C., Unger, M., Veldhuizen, G., Wagner, S., and Kather, J. (2023). The future landscape of large language models in medicine. Communications medicine, 3:141. DOI: 10.1038/s43856-023-00370-1.
2 Conrado, R., Gutierrez, M., Jr., C. T., Traina, A., and Cazzolato, M. (2024). Combining semantic graph features and a common data model to exploit the interoperability of patient databases. In Anais do XXXIX Simp´osio Brasileiro de Bancos de Dados, pages 701–707, Porto Alegre, RS, Brasil. SBC. DOI: 10.5753/sbbd.2024.243153.
3 de Lima, D. M. et al. (2019). Transforming two decades of ePR data to OMOP CDM for clinical research. In MEDINFO 2019, volume 264, pages 233–237. IOS Press. DOI: 10.3233/SHTI190218.
4 Meyer, L.-P., Stadler, C., Frey, J., Radtke, N., Junghanns, K., Meissner, R., Dziwis, G., Bulert, K., and Martin, M. (2024). LLM-assisted Knowledge Graph Engineering: Experiments with ChatGPT. Springer Fachmedien Wiesbaden. DOI: 10.1007/978-3-658-43705-3 8.
5 Murali, L., Gopakumar, G., Viswanathan, D. M., and Nedungadi, P. (2023). Towards electronic health record-based medical knowledge graph construction, completion, and applications: A literature study. Journal of Biomedical Informatics, 143:104403. DOI: https://doi.org/10.1016/j.jbi.2023.104403.
6 Rehman, S. U., Khan, A. U., and Fong, S. (2012). Graph mining: A survey of graph mining techniques. In Seventh International Conference on Digital Information Management (ICDIM 2012), pages 88–92. DOI: 10.1109/ICDIM.2012.6360146.
7 Yang, W., Some, L., Bain, M., and Kang, B. (2025). A comprehensive survey on integrating large language models with knowledge-based methods. Knowledge-Based Systems, 318:113503. DOI: 10.1016/j.knosys.2025.113503.
8 Zhu, Y., Wang, X., Chen, J., Qiao, S., Ou, Y., Yao, Y., Deng, S., Chen, H., and Zhang, N. (2024). Llms for knowledge graph construction and reasoning: recent capabilities and future opportunities. World Wide Web, 27(5):58. DOI: 10.1007/s11280-024-01297-w.