Searching smarter, not harder: leveraging AI to enhance literature searches for theory-driven reviews—A methodological case study

Our findings suggest that AI-powered tools can support literature searching, particularly in identifying conceptually relevant studies. However, these tools do not replace the critical interpretive work required by researchers. Human judgement remains essential to assess relevance, evaluate nuanced concepts, and make informed decisions throughout the search process, with AI serving as a valuable adjunct rather than a substitute.

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Publication Details

Journal
BMC Medical Research Methodology
Published
2026-03-04
DOI
https://doi.org/10.1186/s12874-026-02814-3
Primary Topic
Meta-analysis and systematic reviews
Type
article
Field-Weighted Citation Impact
0.00
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article

Searching smarter, not harder: leveraging AI to enhance literature searches for theory-driven reviews—A methodological case study

Rebecca Hunter, Lianne Wood, A. Booth
BMC Medical Research Methodology
Meta-analysis and systematic reviews
article

Searching smarter, not harder: leveraging AI to enhance literature searches for theory-driven reviews—A methodological case study

Rebecca Hunter, Lianne Wood, A. Booth
article en

Abstract

Our findings suggest that AI-powered tools can support literature searching, particularly in identifying conceptually relevant studies. However, these tools do not replace the critical interpretive work required by researchers. Human judgement remains essential to assess relevance, evaluate nuanced concepts, and make informed decisions throughout the search process, with AI serving as a valuable adjunct rather than a substitute.

BMC Medical Research Methodology
University of Exeter (GB), Northumbria University (GB), University of Sheffield (GB)
Peace, Justice and strong institutions
Openalex Percentile: Top 39%
Meta-analysis and systematic reviews
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Searching smarter, not harder: leveraging AI to enhance literature searches for theory-driven reviews—A methodological case study — Rebecca Hunter, Lianne Wood, et al. · BMC Medical Research Methodology (2026) | TGRS Research Map | TGRS