Early Recognition System for Adverse Drug Effects Using NLP Model

Narmadha R. P., Balaselsiya J., Keerthana B., Rakiniya K.

2025

Abstract

This work focuses on creating an intelligent system for improving medication therapy management in patients, with correct identification of drugs and encouragement of safer medication use. The system works by having the patient enter a computer screen, under which it takes a picture of a drug tablet and identifies it through sophisticated image processing algorithms that examine the shape, colour, and distinctive markings of the tablet. After being successfully identified, the system searches a wide drug database for retrieving essential information such as the drug's indications, chemical structure, potential side effects, contraindications, and the potential interaction with other medications. Besides identification of drugs, the system further employs Natural Language Processing (NLP) in order to review medical reports and patient histories contained in the system. This centre assists in identifying abnormal patterns or repeated signs of drug-related toxicity and allows for early intervention to avoid harmful health complications. For convenience in use by people of all lifestyles, the system gives feedback in the form of verbal response, breaking down complex medical jargon into easy comprehension. By combining image processing, database management, and NLP, this system provides an end-to-end solution to medication management with the goal of minimizing the risks involved in off-label drug use and enhancing patient safety.

Paper Citation

in Harvard Style

P. N., J. B., B. K. and K. R. (2025). Early Recognition System for Adverse Drug Effects Using NLP Model. In Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25; ISBN 978-989-758-777-1, SciTePress, pages 105-110. DOI: 10.5220/0013878100004919

in Bibtex Style

@conference{icrdicct`2525,
author={Narmadha P. and Balaselsiya J. and Keerthana B. and Rakiniya K.},
title={Early Recognition System for Adverse Drug Effects Using NLP Model},
booktitle={Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25},
year={2025},
pages={105-110},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013878100004919},
isbn={978-989-758-777-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25
TI - Early Recognition System for Adverse Drug Effects Using NLP Model
SN - 978-989-758-777-1
AU - P. N.
AU - J. B.
AU - B. K.
AU - K. R.
PY - 2025
SP - 105
EP - 110
DO - 10.5220/0013878100004919
PB - SciTePress