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Geoscience Research Evolution Derived Dataset (2004–2023): Keyword-Network and SciBERT-Based BERTopic Results

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Title Geoscience Research Evolution Derived Dataset (2004–2023): Keyword-Network and SciBERT-Based BERTopic Results
Description This repository contains the derived keyword-network and BERTopic modeling outputs used to analyze long-term geoscience research evolution (2004–2023). It includes keyword lists, co-occurrence matrices, topic-term distributions, class TF-IDF weights, and evaluation metrics. Raw Web of Science records cannot be shared due to licensing restrictions, but all derived data required for reproducing the structural–semantic analyses in the article are provided.
File Data.zip
Author Sooyeon Han, Ju-seop Kim
Journal name Geoscience Data Journal
Article name Two Decades of Geoscience Research Evolution Revealed by an Integrated SciBERT-Based Topic and Network Analysis
DOI 10.22747/paper_data.20251210.36

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  • Type 논문데이터

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한수연
Created date
2025-12-10
DOI
10.22747/paper_data.20251210.36
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Sooyeon Han. () Geoscience Research Evolution Derived Dataset (2004–2023): Keyword-Network and SciBERT-Based BERTopic Results.