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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Volume 11 | Issue 2
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 11
Issue Published : 117
Article Submitted : 21303
Article Published : 8476
Total Authors : 22301
Total Reviewer : 802
Total Countries : 156
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| Paper Title: | NLP-Based Clinical Decision Support System using Deep Learning and Transformer |
| Authors Name: | Ankush Uday Naik , Ayush Verekar , Tanay Naik , Ritesh Gawade , Shannon Coelho |
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IJRTI_206031
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| Published Paper Id: | IJRTI2509079 |
| Published In: | Volume 10 Issue 12, December-2025 |
| DOI: | |
| Abstract: | The use of Artificial Intelligence (AI) in healthcare has shown a lot of promise in helping medical professionals with diagnostics and treatment planning. This paper introduces an NLP-based Clinical Decision Support System that uses deep learning models for analyzing various medical data and natural language processing for summarization. The system combines three image-based neural networks for ECG, X-ray, and retinal images with a Named Entity Recognition (NER) pipeline and a large language model (LLM). The results include identified diseases, possible causes, and suggested remedies, all presented in a clear summary to support healthcare professionals. The project shows how AI can improve accessibility and efficiency in medical diagnostics while also pointing out challenges and areas that need improvement. |
| Keywords: | Clinical decision support, Deep learning, Natural language processing, Medical AI, Named Entity Recognition,Transformers |
| Cite Article: | "NLP-Based Clinical Decision Support System using Deep Learning and Transformer ", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2455-2631, Vol.10, Issue 12, page no.a694-a696, December-2025, Available :http://www.ijrti.org/papers/IJRTI2509079.pdf |
| Downloads: | 000219 |
| ISSN: |
2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID: IJRTI2509079
Registration ID:206031
Published In: Volume 10 Issue 12, December-2025
DOI (Digital Object Identifier):
Page No: a694-a696 Country: curchorem, Goa, India Research Area: Computer Science & Technology Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2509079 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2509079 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
Journal Starting Year (ESTD) : 2016
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