ArticleScientific data2025
GCSD: A comprehensive coastal indicators database for global coastal sustainable development assessment.
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.
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Who cites it
1 citing paper in PubMed.
- GCSD: A comprehensive coastal indicators database for global coastal sustainable development assessment.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
8 authors.
Funding
Abstract
Coastal areas host 40% of humanity and critical biodiversity, confront synergistic pressures from climate change and human activities that represent a significant challenge for coastal sustainability. While global initiatives like the Sustainable Development Goals (SDGs) and the Land-ocean Interactions in the Coastal Zone (LOICZ) emphasize coastal sustainability, existing assessments remain limited by data fragmentation, inconsistent spatial scales, and unintegrated indicators. To address these gaps, we present the Global Coastal Sustainable Development (GCSD) Indicators Database-a standardized, high-resolution (1 km) framework. Derived from open-access datasets, it uniquely bridges coastal pressures, socioeconomic exposure, and ecological thresholds at process-relevant scales, embedding SDG nexus dynamics. By overcoming scale mismatches in traditional national-level assessments and resolving issues of heterogeneous data standards, inconsistent quality control and semantic interoperability across multiple databases, GCSD harmonizes scattered data into a replicable framework. This advancement enhances the ability to track progress, inform adaptive management, and balance immediate needs with long-term coastal sustainability.
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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.