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Updated: Sep 9, 2025

Comparing Bibliometric Analysis Using PubMed, Scopus, and Web of Science Databases
Published on: October 24, 2019
Context-based evidence: Pilot study to extract, repurpose, and distribute published data on OUD
Alexander Sheppard1, Carly Milliren2, Douglas Schatz3
1University of California, Los Angeles, Los Angeles, California. ORCID: https://orcid.org/0009-0002-6259-6738.
This study introduces a novel data organization method to synthesize vast opioid use disorder (OUD) research. This approach makes complex OUD information accessible for improved patient care and research.
Area of Science:
- * Medical Informatics
- * Data Science
- * Public Health
Background:
- * Opioid use disorder (OUD) presents a significant global health challenge with extensive research literature.
- * Synthesizing the vast body of OUD research is difficult for most individuals.
- * Existing information retrieval methods may not facilitate rapid comprehension of OUD data.
Purpose of the Study:
- * To pilot a data extraction and integration method for published OUD research.
- * To repurpose existing OUD data for enhanced comprehension and global distribution.
- * To develop a readily accessible knowledge base for opioid use disorder.
Main Methods:
- * A data-tree structure was employed to organize information from 752 selected PubMed articles on OUD.
- * Articles were screened, excluding review articles, case reports, and small sample series.
- * A hierarchical note system with parent-child relationships was utilized for data integration.
Main Results:
- * Four note types (topic, population, numeric value description, numeric value) proved sufficient for data description.
- * Data integration using shared parent notes reduced the total number of notes by 72.9%.
- * The data-tree structure allowed for flexible expansion and reduction of information nodes.
Conclusions:
- * The developed method facilitates readily understandable grouping of large datasets.
- * This strategy enables efficient extraction and accessibility of all published OUD data.
- * Improved data accessibility is expected to enhance patient outcomes and research objectives in OUD.
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