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Academic Fields Misrepresented in Scientific Papers Topic Modeling Analysis.

Open Journal of Applied Sciences
Identification of Topics from Scientific Papers through Topic Modeling
Denis Luiz Marcello Owa

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Topic modeling was used to identify topics in 1000 academic papers from Biology, Medicine, Physics, and Social Sciences. The goal was to see if the topics matched the academic fields. However, the topics obtained did not represent the four fields accurately.