Evidence map›Paper›PMID 41509570›Full record

ArticleEcology and evolution2026

Deterministic and Stochastic Processes Regulate Co-Occurrence Network Structure and Shape Macroinvertebrate Diversity in Karst Environment.

Wei Liu, Mengzhen Xu, Giri R Kattel, Xudong Fu

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. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
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

2 citing papers in PubMed.

  1. Article
  2. Article
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

4 authors.

Wei LiuState Key Laboratory of Hydroscience and Engineering Tsinghua University Beijing China.ORCID https://orcid.org/0000-0001-8433-2640
Mengzhen XuState Key Laboratory of Hydroscience and Engineering Tsinghua University Beijing China.ORCID https://orcid.org/0000-0002-2507-1935
Giri R KattelState Key Laboratory of Hydroscience and Engineering Tsinghua University Beijing China.
Xudong FuState Key Laboratory of Hydroscience and Engineering Tsinghua University Beijing China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Biodiversity and ecosystems around the world are consistently threatened by different factors. How deterministic processes and stochastic processes shape biodiversity have become one of the central questions in ecological studies today. The karst region of Southwest China's Yunnan Province is one of the world's biodiversity hotspots and features unique surface and underground riverine landscapes. We studied macroinvertebrate communities in a Cave-Reservoir-and-Stream (CRS) ecotone to assess drivers of macroinvertebrate diversity in the region. Our results demonstrated that in co-occurrence network, keystone taxa such as

Indexed as

cave‐reservoir‐and‐stream ecotoneco‐occurrence networkdeterministic and stochastic processeskarst landscapemacroinvertebrate communitySouthwest China

Identifiers

PMID41509570
PMCPMC12774801

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.