Research output per year
Research output per year
Research activity per year
I received my B.Eng. (Hons.) degree in Mechanical and Offshore Engineering from The Robert Gordon University, Aberdeen, in 2017, and my MSc in Data Science from Coventry University in 2022.
I am currently pursuing a Ph.D. in Artificial Intelligence at Coventry University, focusing on enhancing systematic literature reviews leveraging NLP and Machine Learning
Project Title: Automation of Citation Screening using Natural Language Processing Techniques
The exponential growth of academic literature presents a significant challenge for researchers conducting systematic literature reviews (SLRs). Traditionally, the citation screening process in SLRs is labor-intensive, prone to human error, and influenced by reviewer bias. This project focuses on developing automated citation screening (ACS) systems using natural language processing (NLP) and machine learning techniques to streamline this process. By creating Gold standard datasets that incorporate systematic review titles and inclusion criteria, the research aims to train models to accurately screen citations across diverse topics. This approach not only reduces the time, cost, and human resources needed but also ensures greater accuracy and consistency in SLRs. The project addresses the issue of zero annotations and supports more efficient, reliable evidence-based decision-making. By optimizing the systematic review process, this research will enhance the ability of scholars to navigate vast amounts of academic literature, ensuring that reviews remain robust, up-to-date, and relevant in a rapidly evolving knowledge landscape.
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Computer Science, Data Science
27 Sept 2021 → 16 Nov 2022
Award Date: 16 Nov 2022
Engineering, Degree, Mechanical and Offshore Engineering, Robert Gordon University
23 Sept 2013 → 14 Jul 2017
Award Date: 14 Jul 2017
Research output: Contribution to journal › Article › peer-review