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MedBridgeAI: Context-Aware Multilingual NLP for Patient–Provider Communication Systems


Authors : Srujan K. B.; Ashvitha A.; Dr. Divya A. K.; Dr. Bala Pradeep K. N.

Volume/Issue : Volume 11 - 2026, Issue 5 - May


Google Scholar : https://tinyurl.com/4aectt6a

Scribd : https://tinyurl.com/3hkz3xym

DOI : https://doi.org/10.38124/ijisrt/26May484

Note : A published paper may take 4-5 working days from the publication date to appear in PlumX Metrics, Semantic Scholar, and ResearchGate.


Abstract : Effective patient-provider communication is severely hampered by the growing linguistic diversity in international healthcare systems, which frequently results in misunderstandings, lower-quality care, and restricted accessibility. The integration of domain-specific language models, semantic interoperability, and AI-driven conversational frameworks are the key topics of this paper's thorough examination of NLP-based multilingual medical communication systems. To guarantee precise cross-lingual translation and the preservation of clinical semantics, the suggested method makes use of multilingual Natural Language Processing techniques in conjunction with medical ontology alignment (e.g., UMLS, SNOMED CT).

References :

  1. K. Vishwanatth and R. Mohan, “Transforming Healthcare with NLP: A Data-Driven Approach to Automation,” Journal of Information Systems Engineering and Management, vol. 10, 2025.
  2. L. W. Y. Yang, W. Y. Ng, X. Lei, et al., “Development and Testing of a Multi-Lingual NLP-Based Deep Learning System in 10 Languages for COVID-19 Pandemic Crisis: A Multi-Center Study,” Frontiers in Public Health, vol. 11, 2023.
  3. L. Tribeka, “AI for Multilingual Health Systems: NLP- Based Solutions for Bridging Global Language Gaps,” Syed’s Publications, 2025.
  4. N. Parveen, A. Maqbool, H. Skhawat, et al., “A Multi- Language NLP Model for Inclusive Digital Healthcare Marketing and Patient Communication,” Engineering, Technology & Applied Science Research, vol. 15, no. 2, pp. 21045–21054,2025
  5. G. M. S. Himel, M. S. Hasan, U. S. Salsabil, and M. M. Islam, “MedLingua: A Conceptual Framework for a Multilingual Medical Conversational Agent,” MethodsX, vol. 12,2024.
  6. J. Devlin, M.-W. Chang, K. Lee, and K. Toutanova, “BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding,” Proceedings of NAACL-HLT, pp. 4171–4186,2019.
  7. A. Vaswani, N. Shazeer, N. Parmar, et al., “Attention Is All You Need,” Advances in Neural Information Processing Systems (NeurIPS), vol. 30, 2017.
  8. A. Zechariah, B. K. S., D. M. Sharma, et al., “Patient- Centric Question Answering: Overview of the Shared Task on Multilingual Healthcare Communication,” Proceedings of NLP-AI4Health Workshop, 2025.
  9. E. Carter and H. Tanaka, “Harmonizing Medical Terminology across Multilingual Healthcare Systems: A Global Framework,” Global Journal of Medical Terminology Research and Informatics, vol. 2, no. 1, 2024.

Effective patient-provider communication is severely hampered by the growing linguistic diversity in international healthcare systems, which frequently results in misunderstandings, lower-quality care, and restricted accessibility. The integration of domain-specific language models, semantic interoperability, and AI-driven conversational frameworks are the key topics of this paper's thorough examination of NLP-based multilingual medical communication systems. To guarantee precise cross-lingual translation and the preservation of clinical semantics, the suggested method makes use of multilingual Natural Language Processing techniques in conjunction with medical ontology alignment (e.g., UMLS, SNOMED CT).

Paper Submission Last Date
31 - May - 2026

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