ArticleEcological indicators2022
A biological condition gradient for Caribbean coral reefs: Part II. Numeric rules using sessile benthic organisms.
Article in Ecological indicators, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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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.
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Who cites it
8 citing papers in PubMed, 15 citations in OpenAlex.
- Puerto Rico Coral Reef Monitoring Program Water Quality Data from 2023-2025.Scientific data · 2025Article
- Coral reef attributes associated with microplastic exposure.Coral reefs (Online) · 2025Article
- Exploring coral reef communities in Puerto Rico using Bayesian networks.Ecological informatics · 2024Article
- Reef structure of the Florida Reef Tract for the period 2005-2020.Environmental monitoring and assessment · 2023Article
- Valuing improvements in the ecological integrity of local and regional waters using the biological condition gradient.Proceedings of the National Academy of Sciences of the United States of America · 2023Article
- Relating fish populations to coral colony size and complexity.Ecological indicators · 2023Article
- Comparison of coral reef communities in proximity to ocean effluent pipes off the north coast of Puerto Rico.Environmental monitoring and assessment · 2022Article
- A biological condition gradient for coral reefs in the US Caribbean Territories: Part I. Coral narrative rules.Ecological indicators · 2022Article
Corrections and comments
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Authors and funding
16 authors at 10 institutions in 2 countries.
Funding
Abstract
The Biological Condition Gradient (BCG) is a conceptual model used to describe incremental changes in biological condition along a gradient of increasing anthropogenic stress. As coral reefs collapse globally, scientists and managers are focused on how to sustain the crucial structure and functions, and the benefits that healthy coral reef ecosystems provide for many economies and societies. We developed a numeric (quantitative) BGC model for the coral reefs of Puerto Rico and the US Virgin Islands to transparently facilitate ecologically meaningful management decisions regarding these fragile resources. Here, reef conditions range from natural, undisturbed conditions to severely altered or degraded conditions. Numeric decision rules were developed by an expert panel for scleractinian corals and other benthic assemblages using multiple attributes to apply in shallow-water tropical fore reefs with depths <30 m. The numeric model employed decision rules based on metrics (e.g., % live coral cover, coral species richness, pollution-sensitive coral species, unproductive and sediment substrates, % cover by Orbicella spp.) used to assess coral reef condition. Model confirmation showed the numeric BCG model predicted the panel's median site ratings for 84% of the sites used to calibrate the model and 89% of independent validation sites. The numeric BCG model is suitable for adaptive management applications and supports bioassessment and criteria development. It is a robust assessment tool that could be used to establish ecosystem condition that would aid resource managers in evaluating and communicating current or changing conditions, protect water and habitat quality in areas of high biological integrity, or develop restoration goals with stakeholders and other public beneficiaries.
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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.