Evidence map›Paper›PMID 42129340›Full record

ArticleScientific reports2026

A multi-temporal framework for assessing flood risk to cultural heritage: spatiotemporal evidence from Shandong Province (2000-2020).

Aihui Jiang, Zhiwei Yang, Jie Dai, Fengzhi Sun, Sisi Yu

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.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Aihui JiangCollege of Geography and Environment, Shandong Normal University, Jinan, 250358, China.
Zhiwei YangCollege of Marine and Environment, Tianjin University of Science & Technology, Tianjin, 300457, China.
Jie DaiShandong Rail Transit Survey and Design Company Limited, Jinan, 250101, China.
Fengzhi SunBusiness School, Shandong Normal University, Jinan, 250358, China.
Sisi YuKey Laboratory of National Forestry and Grassland Administration on Forest Ecosystem Conservation and Restoration, Ecology and Nature Conservation Institute, Chinese Academy of Forestry, Beijing, 100091, China. yusisi@wbgcas.cn.

Funding

Digital Cultural Tourism Collaborative Innovation Platform of the Yellow River Basin JNSX2023030National Social Science Fund of China 23BGL173Postdoctoral Program for Innovative Talents of Chinese Academy of Forestry CAFYBB2024QD001-04
6 · The paper itself

Abstract

Cultural heritage sites are increasingly exposed to flood hazards, yet existing assessments often overlook heritage-specific vulnerability and rely on static spatial units. To address these limitations, this study develops a Comprehensive Heritage Flood Risk Index (CHFRI) framework that integrates hazard, exposure, vulnerability, and response capacity dimensions, with explicitly incorporation of heritage attributes into the assessment. A combined AHP-entropy weighting approach was employed to balance expert judgement with objective data, and a sensitivity analysis was conducted to confirm the robustness of spatial risk identification across different weight combinations. This framework was then applied to 2,194 heritage sites in Shandong Province over the period 2000 to 2020. Results indicated that: (1) the spatial pattern remained consistent: high-risk sites concentrated in eastern coastal (Rizhao, Weihai) and western inland cities (Dezhou, Liaocheng), while a low-risk belt extended across the central region; (2) the overall risk structure improved significantly: high-risk sites decreased from 39.88% to 27.62%, while Intermediate-risk sites increased from 37.32% to 48.63%. Among the 30 Highest-risk sites in 2000, 26 were downgraded, yet 18 new sites escalated to the Highest-risk category by 2020, including 4 national-level and 14 provincial-level sites; (3) heritage typologies showed divergent trajectories: ancient buildings and modern buildings exhibited substantial risk reduction, whereas grotto temples and stone carvings remained persistently vulnerable. The CHFRI framework provides a transferable model for climate-resilient heritage conservation and recommends future integration of AI-enhanced predictive tools.

Indexed as

AHP-entropyComprehensive heritage flood risk indexCultural heritageFlood risk assessmentShandong Province

Identifiers

PMID42129340
PMCPMC13365455

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