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Artificial Intelligence-Driven Mapping of Global Microsurgery Research: Dual Automation for Data and Classification.
Georgios Karamitros1, Georgios Bouloukakis2, Gregory A Lamaris3
1Department of Plastic Surgery, Vanderbilt University Medical Center, Nashville, Tennessee.
Global microsurgery research is concentrated in high-income nations, with significant regional disparities. This study used AI to analyze research productivity and human capital, highlighting areas for equitable investment and innovation in microsurgery.
Area of Science:
- Microsurgery
- Surgical Research
- Bibliometrics
Background:
- Microsurgery is a highly advanced surgical field with global impact.
- Current understanding of global microsurgical research productivity and human capital is limited.
Purpose of the Study:
- To quantify global microsurgery research productivity and human capital.
- To identify patterns and disparities in research output across nations.
Main Methods:
- AI-powered bibliometric analysis of 11,561 publications (2010-2024) from 20 journals.
- Automated web scraping and text mining for data extraction.
- National human capital proxied by first author counts, normalized by population and income level.
Main Results:
- Global microsurgery output increased by 59.3% from 2010-2024.
- High-income countries produced 69.5% of publications; the US led in output.
- Taiwan and Switzerland showed highest per capita productivity.
Conclusions:
- Microsurgery research is concentrated in a few high-income countries, with significant regional inequalities.
- An AI-driven framework enables scalable, high-fidelity research analysis.
- AI analytics can guide equitable investment and accelerate global microsurgical innovation.
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