Evidence map›Paper›PMID 41757364›Full record

ArticleEnvironmental science and ecotechnology2026

Morphological adaptations of cavefish support enhanced hydrodynamic perception for underwater environmental monitoring.

Qi Yang, Qirui Liu, Yuling Wei, Chubin Weng, Li Ma, He Tian, Fang Zhang, Kenneth A Rose, William R Jeffery, Mengzhen Xu

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Environmental science and ecotechnology, 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
–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

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

10 authors.

Qi YangState Key Laboratory of Hydroscience and Engineering, Tsinghua University, Beijing, 100084, China.
Qirui LiuState Key Laboratory of Hydroscience and Engineering, Tsinghua University, Beijing, 100084, China.
Yuling WeiState Key Laboratory of Genetic Evolution & Animal Models, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming 650201, China.
Chubin WengState Key Laboratory of Hydroscience and Engineering, Tsinghua University, Beijing, 100084, China.
Li MaState Key Laboratory of Genetic Evolution & Animal Models, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming 650201, China.
He TianSchool of Integrated Circuits, Tsinghua University, Beijing, 100084, China.
Fang ZhangSchool of Environment, Tsinghua University, Beijing, 100084, China.
Kenneth A RoseHorn Point Lab, University of Maryland Center for Environmental Science, Cambridge, MD, 21613, United States.
William R JefferyDepartment of Biology, University of Maryland, College Park, MD, 20742-4415, United States.
Mengzhen XuState Key Laboratory of Hydroscience and Engineering, Tsinghua University, Beijing, 100084, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Many of Earth's most biodiverse and biogeochemically active aquatic ecosystems-including groundwater karst systems, turbid estuaries and the deep ocean-are perpetually dark and hydraulically complex, making long-term, high-resolution monitoring technologically challenging. Conventional optical and acoustic sensors suffer rapid signal attenuation and high energy demand in these conditions. Cavefishes of the genus

Indexed as

Bio-inspired engineeringEnvironmental monitoringHydrodynamic perceptionLateral line systemSensors placementSinocyclocheilus cavefishes

Identifiers

PMID41757364
PMCPMC12934297

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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 Socratic graph.