Topic Modeling as a Tool to identify Research Diversity: A Study Across Dental Disciplines DOI Open Access
Maria Teresa Colangelo, Stefano Guizzardi, Carlo Galli

et al.

Published: Aug. 22, 2024

This study investigates the diversity and evolution of research topics within dental sciences from 1994 to 2023 using topic modeling Shannon's entropy as a measure diversity. We analyzed dataset 412036 scientific articles across six disciplines: Orthodontics, Pros-thodontics, Periodontics, Implant Dentistry, Oral Surgery, Restorative Dentistry. relies on BERTopic identify distinct each field. The revealed significant shifts in focus over time, with some disciplines exhibiting robust growth article numbers such Periodontics Prosthodontics. application an increasing diversification efforts while others, like Prosthodontics, spite their size high number topics, maintain more specialized focus. Taken together, our findings describe dynamic nature re-search highlight balance several key areas

Language: Английский

Topic Modeling as a Tool to identify Research Diversity: A Study Across Dental Disciplines DOI Open Access
Maria Teresa Colangelo, Stefano Guizzardi, Carlo Galli

et al.

Published: Aug. 22, 2024

This study investigates the diversity and evolution of research topics within dental sciences from 1994 to 2023 using topic modeling Shannon's entropy as a measure diversity. We analyzed dataset 412036 scientific articles across six disciplines: Orthodontics, Pros-thodontics, Periodontics, Implant Dentistry, Oral Surgery, Restorative Dentistry. relies on BERTopic identify distinct each field. The revealed significant shifts in focus over time, with some disciplines exhibiting robust growth article numbers such Periodontics Prosthodontics. application an increasing diversification efforts while others, like Prosthodontics, spite their size high number topics, maintain more specialized focus. Taken together, our findings describe dynamic nature re-search highlight balance several key areas

Language: Английский

Citations

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