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Title: :  Medicine Overdose Detection System Using Machine Learning
PaperId: :  26639
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 3 2025
DUI:    16.0415/IJARIIE-26639
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Dr.Somashekhar B MVidya Vikas Institute Of Engineering Technology Mysore
Apoorva RVidya Vikas Institute Of Engineering Technology Mysore
Sahana N PVidya Vikas Institute Of Engineering Technology Mysore
Sushmitha NVidya Vikas Institute Of Engineering Technology Mysore
Madhushree P KVidya Vikas Institute Of Engineering Technology Mysore

Abstract

Computer Science Engineering
Medicine Overdose, Machine Learning, SVM, Logistic Regression, Dosage Prediction, Health Informatics.
Medicine overdose is a significant medical issue affecting individuals of all age groups, often resulting from incorrect dosage, lack of medical supervision, or misinterpretation of drug instructions. This project introduces an intelligent system designed to predict the likelihood of a medicine overdose using two machine learning algorithms: Support Vector Machine (SVM) and Logistic Regression. Users interact with the system through a secure registration and login interface, providing personal and medical information such as age, gender, BMI, medicine type, and dosage. The data undergoes preprocessing including normalization, encoding, and feature extraction to ensure it is suitable for model training. SVM and Logistic Regression are employed to analyze the processed data and classify the risk level associated with the medicine intake. The models generate outputs that categorize the overdose risk as high, moderate, or low, thereby assisting users in identifying potentially harmful dosages. This system is especially beneficial for individuals practicing self-medication and in regions with limited access to healthcare professionals. The comparative analysis of both algorithms allows for validation and improvement of prediction accuracy, ultimately supporting safer medicine usage.

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IJARIIE Dr.Somashekhar B M, Apoorva R, Sahana N P, Sushmitha N, and Madhushree P K. "Medicine Overdose Detection System Using Machine Learning" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 3 2025 Page 1610-1613
MLA Dr.Somashekhar B M, Apoorva R, Sahana N P, Sushmitha N, and Madhushree P K. "Medicine Overdose Detection System Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education 11.3(2025) : 1610-1613.
APA Dr.Somashekhar B M, Apoorva R, Sahana N P, Sushmitha N, & Madhushree P K. (2025). Medicine Overdose Detection System Using Machine Learning. International Journal Of Advance Research And Innovative Ideas In Education, 11(3), 1610-1613.
Chicago Dr.Somashekhar B M, Apoorva R, Sahana N P, Sushmitha N, and Madhushree P K. "Medicine Overdose Detection System Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 3 (2025) : 1610-1613.
Oxford Dr.Somashekhar B M, Apoorva R, Sahana N P, Sushmitha N, and Madhushree P K. 'Medicine Overdose Detection System Using Machine Learning', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, 2025, p. 1610-1613. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Medicine_Overdose_Detection_System_Using_Machine_Learning_ijariie26639.pdf (Accessed : ).
Harvard Dr.Somashekhar B M, Apoorva R, Sahana N P, Sushmitha N, and Madhushree P K. (2025) 'Medicine Overdose Detection System Using Machine Learning', International Journal Of Advance Research And Innovative Ideas In Education, 11(3), pp. 1610-1613IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Medicine_Overdose_Detection_System_Using_Machine_Learning_ijariie26639.pdf (Accessed : )
IEEE Dr.Somashekhar B M, Apoorva R, Sahana N P, Sushmitha N, and Madhushree P K, "Medicine Overdose Detection System Using Machine Learning," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, pp. 1610-1613, May-Jun 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Medicine_Overdose_Detection_System_Using_Machine_Learning_ijariie26639.pdf [Accessed : ].
Turabian Dr.Somashekhar B M, Apoorva R, Sahana N P, Sushmitha N, and Madhushree P K. "Medicine Overdose Detection System Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 3 ().
Vancouver Dr.Somashekhar B M, Apoorva R, Sahana N P, Sushmitha N, and Madhushree P K. Medicine Overdose Detection System Using Machine Learning. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(3) : 1610-1613. Available from: https://ijariie.com/AdminUploadPdf/Medicine_Overdose_Detection_System_Using_Machine_Learning_ijariie26639.pdf
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