Symptom checker chatbot

  • Unique Paper ID: 164820
  • Volume: 10
  • Issue: 12
  • PageNo: 2215-2217
  • Abstract:
  • Our study introduces a chatbot for preliminary disease diagnosis, employing Flask, NLP, and machine learning techniques. Through Spacy's pre-trained model, the chatbot extracts symptom keywords, which are vectorized using TF-IDF and fed into a Random Forest classifier. The chatbot provides users with accurate disease predictions, enriched with dynamically integrated disease descriptions and precautions. This fusion of NLP and machine learning demonstrates a scalable approach to healthcare technology.

Copyright & License

Copyright © 2025 Authors retain the copyright of this article. This article is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

BibTeX

@article{164820,
        author = {Sakshi Rai and Ujawal Rai and Sharda Dabhekar},
        title = {Symptom checker chatbot},
        journal = {International Journal of Innovative Research in Technology},
        year = {},
        volume = {10},
        number = {12},
        pages = {2215-2217},
        issn = {2349-6002},
        url = {https://ijirt.org/article?manuscript=164820},
        abstract = {Our study introduces a chatbot for preliminary disease diagnosis, employing Flask, NLP, and machine learning techniques. Through Spacy's pre-trained model, the chatbot extracts symptom keywords, which are vectorized using TF-IDF and fed into a Random Forest classifier. The chatbot provides users with accurate disease predictions, enriched with dynamically integrated disease descriptions and precautions. This fusion of NLP and machine learning demonstrates a scalable approach to healthcare technology.},
        keywords = {Extraction: Spacy was used to tokenize the text and extract keywords, filtering out stop words and non-alphabetic tokens.},
        month = {},
        }

Cite This Article

  • ISSN: 2349-6002
  • Volume: 10
  • Issue: 12
  • PageNo: 2215-2217

Symptom checker chatbot

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