A hybrid PSO-AVOA framework for patient-reported drug prioritization with enhanced exploration and exploitation

The specific method of weighted-sum aggregation was used in this study, the framework offered could be easily compatible with other forms of aggregation. Hybrid PSO-EAVOA demonstrates strong potential for broader application in fields such as pharmacovigilance, clinical decision support, and drug re-purposing. The dataset is publicly available on Kaggle Drugs Side Effects and Medical Condition and all source code for parameter settings and preprocessing scripts is publicly available at the GitHub repository https://github.com/suruthi-m/Hybrid_PSO_EAVOA.

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Publication Details

Journal
Frontiers in Digital Health
Published
2025-11-12
DOI
https://doi.org/10.3389/fdgth.2025.1708730
Primary Topic
Pharmacovigilance and Adverse Drug Reactions
Type
article
Field-Weighted Citation Impact
0.00
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article

A hybrid PSO-AVOA framework for patient-reported drug prioritization with enhanced exploration and exploitation

N. Ganesh, Manickavasagam Suruthi
Frontiers in Digital Health
Pharmacovigilance and Adverse Drug Reactions
article

A hybrid PSO-AVOA framework for patient-reported drug prioritization with enhanced exploration and exploitation

N. Ganesh, Manickavasagam Suruthi
article en

Abstract

The specific method of weighted-sum aggregation was used in this study, the framework offered could be easily compatible with other forms of aggregation. Hybrid PSO-EAVOA demonstrates strong potential for broader application in fields such as pharmacovigilance, clinical decision support, and drug re-purposing. The dataset is publicly available on Kaggle Drugs Side Effects and Medical Condition and all source code for parameter settings and preprocessing scripts is publicly available at the GitHub repository https://github.com/suruthi-m/Hybrid_PSO_EAVOA.

Frontiers in Digital HealthVol. 7
Vellore Institute of Technology University (IN)
Openalex Percentile: Top 67%
Pharmacovigilance and Adverse Drug Reactions
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