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Research evolution of metal organic frameworks: A scientometric approach with human-in-the-loop

Xintong Zhao, Kyle Langlois, Jacob Furst, Yuan An, Xiaohua Hu, Diego Gomez Gualdron, Fernando Uribe-Romo, Jane Greenberg

Abstract

This paper reports on a scientometric analysis bolstered by human in the loop, domain experts, to examine the field of metal organic frameworks (MOFs) research. Scientometric analyses reveal the intellectual landscape of a field. The study engaged MOF scientists in the design and review of our research workflow. MOF materials are an essential component in next generation renewable energy storage and biomedical technologies. The research approach demonstrates how engaging experts, via human in the loop processes, can help develop a comprehensive view of a field research trends, influential works, and specialized topics.

Research evolution of metal organic frameworks: A scientometric approach with human-in-the-loop

Abstract

This paper reports on a scientometric analysis bolstered by human in the loop, domain experts, to examine the field of metal organic frameworks (MOFs) research. Scientometric analyses reveal the intellectual landscape of a field. The study engaged MOF scientists in the design and review of our research workflow. MOF materials are an essential component in next generation renewable energy storage and biomedical technologies. The research approach demonstrates how engaging experts, via human in the loop processes, can help develop a comprehensive view of a field research trends, influential works, and specialized topics.
Paper Structure (13 sections, 7 figures, 2 tables)

This paper contains 13 sections, 7 figures, 2 tables.

Table of Contents

  1. Introduction
  2. Method
  3. Data Collection and Processing
  4. MOF Research Network Analysis
  5. Most Impactful Entities in the Field
  6. Specific Community Detection
  7. Topic Trends and Modeling
  8. Results and Findings
  9. Most Impactful Entities
  10. Topic Trend Over Time
  11. Document Co-Citation Analysis and Topic Modeling for Research Communities
  12. Discussion
  13. Conclusions

Figures (7)

  • Figure 1: Overall Workflow of the Research Design
  • Figure 2: Overall Workflow of Data Collection and Processing
  • Figure 3: Publication Data Exploration in Metal-Organic Framework Area
  • Figure 4: Journals Where Highly Impactful Research Were Published
  • Figure 5: Keywords Extracted from MOF Research Articles and Potential Communities
  • ...and 2 more figures