Evidence map›Paper›PMID 42063648›Full record

ArticleEcology and evolution2026

Climate and Land-Use Change May Reshape the Biogeography of Freshwater Crabs Across China.

Yiting Geng, Collins Oduro, Juanjuan Chen, Sangar Khan, Joyceline Adom Frimpong, Tatenda Dalu, Naicheng Wu

Abstract read
In one paragraph

Article in Ecology and evolution, 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

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.

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.

Yiting GengSchool of Geography and Remote Sensing Ningbo University Ningbo China.
Collins OduroSchool of Geography and Remote Sensing Ningbo University Ningbo China.ORCID https://orcid.org/0000-0001-5822-9105
Juanjuan ChenSchool of Geography and Remote Sensing Ningbo University Ningbo China.ORCID https://orcid.org/0009-0004-9955-7948
Sangar KhanSchool of Geography and Remote Sensing Ningbo University Ningbo China.ORCID https://orcid.org/0000-0002-3184-6426
Joyceline Adom FrimpongDepartment of Civil and Environmental Engineering Howard University Washington DC USA.ORCID https://orcid.org/0009-0000-0670-8710
Tatenda DaluCentre for Invasion Biology, School for Climate Studies Stellenbosch University Stellenbosch South Africa.ORCID https://orcid.org/0000-0002-9019-7702
Naicheng WuSchool of Geography and Remote Sensing Ningbo University Ningbo China.ORCID https://orcid.org/0000-0002-5652-3631

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Freshwater biodiversity is increasingly exposed to the synergistic effects of climate forcing and land-use change, yet the regional responses of key invertebrate lineages remain poorly resolved. We employed ensemble species distribution models to assess how future climate-land-use trajectories may reorganize the suitability patterns for two ecologically distinct freshwater crab families in China: the inland Potamidae and the coastal-estuarine Sesarmidae. Utilizing georeferenced occurrences from 2014 to 2024 and seven bioclimatic and land-use predictors, we developed AUC-weighted ensembles of MaxEnt and Random Forest models (AUC 0.91-0.94; TSS 0.75-0.77). Current suitability is concentrated within the humid river basins and coastal systems of southern and eastern China. Potamidae distributions are primarily associated with macro-scale thermal gradients, whereas Sesarmidae suitability reflects a strong interaction between climatic variables and coastal land-use signatures. Future projections (SSP1-2.6 and SSP5-8.5) indicate a systematic increase in mean and median continuous suitability across both families, suggesting a transition toward a more bioclimatically permissive landscape. However, the threshold-defined suitable area contracted sharply, particularly for Sesarmidae, demonstrating that future change is better characterized as a spatial redistribution from concentrated contemporary cores toward broader, more diffuse intermediate-suitability envelopes. While Potamidae exhibits a northward and inland expansion of moderate suitability, Sesarmidae maintains a restricted association with coastal refugia despite broader regional permissiveness. These results indicate that global change may expand environmental envelopes without preserving stable core habitats, underscoring the need to distinguish broad suitability from high-confidence refugia in freshwater biodiversity conservation.

Indexed as

Chinaclimate and land‐use changefreshwater crabsspecies distribution models

Identifiers

PMID42063648
PMCPMC13125959

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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 OpenQuestion graph.