Machine Learning-Assisted Health Economics and Policy Reviews: A Comparative Assessment

This study highlights the potential of ML tools to enhance the efficiency of title and abstract screening in health economics and policy literature reviews. To fully realise this potential, it is essential for regulatory bodies to establish comprehensive guidelines that ensure ML-assisted reviews uphold rigorous evidence quality standards, thereby enhancing their integrity and reliability.

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Publication Details

Journal
Applied Health Economics and Health Policy
Published
2025-03-28
DOI
https://doi.org/10.1007/s40258-025-00963-y
Citations
2
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
1.31

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article

Machine Learning-Assisted Health Economics and Policy Reviews: A Comparative Assessment

Oriana Ciani, Vittoria Ardito, Michael Drummond, Ludovico Cavallaro
2 citations
Applied Health Economics and Health Policy
Artificial Intelligence in Healthcare and Education
1.31
article

Machine Learning-Assisted Health Economics and Policy Reviews: A Comparative Assessment

Oriana Ciani, Vittoria Ardito, Michael Drummond, Ludovico Cavallaro
article en
2 citations

Abstract

This study highlights the potential of ML tools to enhance the efficiency of title and abstract screening in health economics and policy literature reviews. To fully realise this potential, it is essential for regulatory bodies to establish comprehensive guidelines that ensure ML-assisted reviews uphold rigorous evidence quality standards, thereby enhancing their integrity and reliability.

Applied Health Economics and Health PolicyVol. 23(4)
University of York (GB), Bocconi University (IT)
HORIZON EUROPE Framework Programme
Partnerships for the goals
Openalex Percentile: Top 17%
Artificial Intelligence in Healthcare and Education
1.31
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