Evidence map›Paper›PMID 40160524›Full record

ArticleData in brief2025

Thermokarst hazard dataset for Qilian mountains permafrost regions in China.

Yongyan Zhang, Sailajia Wei, Rui Zhang, Qiannan Xin, Hao Sun

Abstract read
In one paragraph

Article in Data in brief, 2025. 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

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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

5 authors.

Yongyan ZhangQinghai Provincial General Geological and Environmental Monitoring Station (Qinghai Provincial Geological Disaster Prevention and Control Technical Guidance Center), Xining, Qinghai 810000, China.
Sailajia WeiQinghai Provincial General Geological and Environmental Monitoring Station (Qinghai Provincial Geological Disaster Prevention and Control Technical Guidance Center), Xining, Qinghai 810000, China.
Rui ZhangQinghai Provincial General Geological and Environmental Monitoring Station (Qinghai Provincial Geological Disaster Prevention and Control Technical Guidance Center), Xining, Qinghai 810000, China.
Qiannan XinQinghai Provincial General Geological and Environmental Monitoring Station (Qinghai Provincial Geological Disaster Prevention and Control Technical Guidance Center), Xining, Qinghai 810000, China.
Hao SunQinghai Provincial General Geological and Environmental Monitoring Station (Qinghai Provincial Geological Disaster Prevention and Control Technical Guidance Center), Xining, Qinghai 810000, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In the context of global warming, the permafrost regions of the Qinghai-Tibet Plateau have experienced an accelerated warming trend, leading to the emergence of numerous thermokarst geological hazards. These hazards pose significant risks to infrastructure, pastoral activities, and the ecological environment. This study focuses on the period from 2015 to 2021, with the permafrost area of the Qilian Mountains as the primary research site. The study integrates multi-source remote sensing data, including C-band SAR image data from Sentinel-1A, Gaofen-2 (GF-2) satellite images, 30-meter resolution ASTER GDEM digital elevation models, and Landsat images. By combining the Interferometric Synthetic Aperture Radar (InSAR) technology with object-oriented image segmentation and convolutional neural networks for thermokarst hazard detection, and through verification via optical remote sensing interpretation and field surveys, the study successfully identified 51 instances of thermokarst thaw slumps and mudflows. The data obtained provide crucial support for permafrost disaster prevention and mitigation efforts in Qinghai Province. Additionally, the early identification system based on InSAR developed in this study offers valuable insights for monitoring similar thermokarst hazards in the Qilian Mountains and other permafrost regions. This methodological innovation holds considerable significance for advancing research and prevention strategies for thermokarst hazards.

Indexed as

Field investigationInSARRemote sensingThaw slump

Identifiers

PMID40160524
PMCPMC11950952

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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.