ArticleScientific data2025
Unveiling the Spatiotemporal Dynamics of Global Brain Circulation: A Comprehensive Corpus (2000-2024).
Article in Scientific data, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
1 citing paper in PubMed.
- Unveiling the Spatiotemporal Dynamics of Global Brain Circulation: A Comprehensive Corpus (2000-2024).Scientific data · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The global competition for human capital is fuelled by intricate brain circulation dynamics, where individuals with specialized skills traverse geographic, organizational, and national boundaries to address workforce demands. However, a comprehensive framework for integrating and interpreting heterogeneous data on global brain circulation remains elusive. Here we introduce the Global Brain Circulation Dynamics (GBCD) corpus, a longitudinally integrated repository of geo-information encompassing 223 countries/regions from 2000 to 2024. Garnered from diachronic narrative texts, the GBCD corpus provides granular insights into transnational brain circulation patterns and their interconnections with sociocultural progress. Continuously updated to reflect spatiotemporal dynamics, the GBCD corpus serves as a definitive reference for real-time and ex-post analysis of global brain circulation. Our analysis reveals two pivotal findings: (i) narrative brain circulation closely mirrors physical brain mobility, and (ii) geopolitical relations and spatiotemporal dynamics exhibit distinct patterns across countries/regions. The GBCD corpus establishes a novel benchmark for examining spatiotemporal brain circulation worldwide, empowering policymakers to develop evidence-based strategies for attracting and retaining human capital in rapidly evolving global landscape.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.