Evidence map›Paper›PMID 42310375›Full record

ArticleScientific reports2026

Multi-scale environmental drivers of heron and egret colony assemblages in Korea using self-organizing map clustering.

SeonYong Lee, Han-I Choi, Jae-Woong Hwang, Ji-Yeon Lee, Dong-Won Kim, Yu-Seong Choi, Hyung-Kyu Nam

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

SeonYong LeeNational Institute of Biological Resources, Incheon, 22689, Republic of Korea.
Han-I ChoiNational Institute of Biological Resources, Incheon, 22689, Republic of Korea.
Jae-Woong HwangNational Institute of Biological Resources, Incheon, 22689, Republic of Korea.
Ji-Yeon LeeNational Institute of Biological Resources, Incheon, 22689, Republic of Korea.
Dong-Won KimNational Institute of Biological Resources, Incheon, 22689, Republic of Korea.
Yu-Seong ChoiNational Institute of Biological Resources, Incheon, 22689, Republic of Korea. yschoi0321@korea.kr.
Hyung-Kyu NamNational Institute of Biological Resources, Incheon, 22689, Republic of Korea. namhk2703@korea.kr.

Funding

Ministry of Climate, Energy and Environment, Republic of Korea NIBR 202516101
6 · The paper itself

Abstract

Colonial herons and egrets breed within highly heterogeneous landscapes where environmental conditions vary across multiple spatial scales. Although landscape structure is expected to shape colony-level species assemblages, explicit multi-scale empirical assessments remain scarce, particularly at national extents. We sought to (1) identify emergent species-assemblage types among heron and egret colonies across South Korea, (2) determine how these assemblages correspond to landscape heterogeneity across nested spatial scales, and (3) quantify the scale-dependent importance of environmental predictors influencing colony identity. We compiled species-specific nest counts from 176 breeding colonies and applied Self-Organizing Maps (SOM) to classify colony assemblages. Landscape variables were extracted from ESA CCI Plant Functional Type (PFT) datasets within five buffer radii: 500 m, 1 km, 3 km, 5 km, and 10 km. The relative importance of land-cover predictors at each spatial scale was evaluated using Random Forest models. SOM analysis revealed six ecologically distinct colony groups differing in species dominance, richness, and geographic distribution. Large-bodied species predominated in inland forested regions, whereas medium- and small-bodied species clustered in coastal and urban-rural mosaics. Environmental predictors showed scale-dependent patterns: built areas, managed herbaceous vegetation, and water-related cover dominated at fine scales; natural grasslands, bare land, and tree-related PFTs emerged at intermediate scales; and broader land-use variables remained important at 10 km. Colony assemblages arise from hierarchical interactions among fine-scale habitat features, river-corridor landscapes, and broader-scale land-use regimes. This hierarchical multi-scale perspective provides a landscape-ecological framework for anticipating how land-use change may alter the multi-scale landscape contexts supporting colonial wading birds.

Indexed as

BirdsEcosystemEnvironmentAnimalsBiodiversityCluster AnalysisRepublic of KoreaArdeidaeColonial wading birdsColony assemblageLandscape heterogeneityMulti-scale analysisSelf-organizing map (SOM)

Identifiers

PMID42310375
PMCPMC13542111

What Socratic holds

Textmetadata
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Registered trials

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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 Socratic graph.