Molecules in Wikipedia: Analysis of Their Chemical Diversity, Functional Roles, and Popularity

Wikipedia is one of the most widely accessed sources of information worldwide, containing nearly 25,000 molecular entries spanning drugs, natural products, specialty chemicals, and other compounds. Despite its prominence, the chemical content of Wikipedia has not been systematically studied. In this work, we analyzed molecular entries and classified them into use categories, providing a first overview of their roles and applications. Structural diversity was examined using scaffold analysis and UMAP visualization, which revealed well-defined clusters corresponding to major chemical classes. In addition, Wikipedia pageview statistics were analyzed to explore the popularity of molecular entries. These data revealed a strong public focus on CNS-active drugs, recreational substances, and molecules with current medical or cultural relevance, while industrial and specialty chemicals attracted comparatively little attention. Overall, our findings show that Wikipedia offers both a chemically diverse and socially informative perspective on molecules, making it a unique resource at the intersection of chemistry, open data, and public knowledge.

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Publication Details

Journal
Journal of Chemical Information and Modeling
Published
2025-12-18
DOI
https://doi.org/10.1021/acs.jcim.5c02538
Primary Topic
Wikis in Education and Collaboration
Type
article
Field-Weighted Citation Impact
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article

Molecules in Wikipedia: Analysis of Their Chemical Diversity, Functional Roles, and Popularity

Peter Ertl
Journal of Chemical Information and Modeling
Wikis in Education and Collaboration
article

Molecules in Wikipedia: Analysis of Their Chemical Diversity, Functional Roles, and Popularity

Peter Ertl
article en

Abstract

Wikipedia is one of the most widely accessed sources of information worldwide, containing nearly 25,000 molecular entries spanning drugs, natural products, specialty chemicals, and other compounds. Despite its prominence, the chemical content of Wikipedia has not been systematically studied. In this work, we analyzed molecular entries and classified them into use categories, providing a first overview of their roles and applications. Structural diversity was examined using scaffold analysis and UMAP visualization, which revealed well-defined clusters corresponding to major chemical classes. In addition, Wikipedia pageview statistics were analyzed to explore the popularity of molecular entries. These data revealed a strong public focus on CNS-active drugs, recreational substances, and molecules with current medical or cultural relevance, while industrial and specialty chemicals attracted comparatively little attention. Overall, our findings show that Wikipedia offers both a chemically diverse and socially informative perspective on molecules, making it a unique resource at the intersection of chemistry, open data, and public knowledge.

Journal of Chemical Information and ModelingVol. 66(1)
Hohenstein Institute (DE)
Openalex Percentile: Top 54%
Wikis in Education and Collaboration
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Molecules in Wikipedia: Analysis of Their Chemical Diversity, Functional Roles, and Popularity — Peter Ertl · Journal of Chemical Information and Modeling (2025) | TGRS Research Map | TGRS