Evidence map›Paper›PMID 42337357›Full record

ArticleScientific reports2026

Nonlinear driving mechanisms of system adaptability in China's art and cultural tourism industry.

Weiting Shi, Wenkai Shi, Ye He, Yuwei Wang

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

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

4 authors.

Weiting ShiSchool of Cultural and Tourism, Shaanxi Vocational and Technical College, Shaanxi, 710038, Xi'an, China. 873174292@qq.com.ORCID https://orcid.org/0009-0001-9843-416X
Wenkai ShiSchool of Traffic and Transportation, Lanzhou Jiaotong University, Gansu, Lanzhou, 730070, China.
Ye HeSchool of Cultural and Tourism, Shaanxi Vocational and Technical College, Shaanxi, 710038, Xi'an, China.
Yuwei WangSchool of Low-Altitude Management and Digital Economy, Xi'an Aeronautical University, Shaanxi, 710077, Xi'an, China.

Funding

Shaanxi Provincial "14th Five-Year Plan" Educational Science Planning Project SGH24Q533Shaanxi Provincial Department of Education Scientific Research Program Project 24JK0125Teaching Reform Research Project of Shaanxi Polytechnic Institute 2025SZGY02
6 · The paper itself

Abstract

With the transformation of the cultural tourism industry from scale expansion to high-quality development, increasing attention has been paid to the synergistic mechanisms between culture and tourism. However, existing researches have predominantly focused on macro-level coordinated development, while systematic quantitative analyses of art and cultural tourism-centered on artistic creation and expression-remain limited, particularly in terms of factor matching and dynamic adaptation mechanisms. Therefore, this research takes China's art and cultural tourism as the research object and utilizes panel data from 31 provincial administrative regions from 2014 to 2023. From a spatiotemporal perspective, the study examines the evolutionary characteristics of system adaptability and coupling coordination degree. Furthermore, the nonlinear driving mechanisms of system adaptability are explored by integrating the XGBoost model with SHAP (Shapley Additive Explanations). The results indicate that: (1) during the study period, the overall level of system adaptability in China's art and cultural tourism exhibits a fluctuating upward trend, but remains primarily at a low to intermediate stage, with significant regional disparities; (2) system adaptability and coupling coordination degree show consistent evolutionary trends, while system adaptability is more sensitive in capturing the structural and functional matching between art and cultural tourism; (3) based on the XGBoost-SHAP analysis, ecological environment and public service capacity constitute the fundamental constraints of system adaptability, transportation and information infrastructure provide spatial and functional support, whereas cultural education and innovation investment serve as the core endogenous drivers for sustained improvement; (4) the effects of different driving factors on system adaptability exhibit significant nonlinear and stage-specific characteristics, indicating that the evolution of system adaptability is a dynamic process driven by the coordinated interaction of multiple factors.

Indexed as

Art and cultural tourismChinaCoupling coordination degreeDriving factorsSystem adaptability

Identifiers

PMID42337357
PMCPMC13578260

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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.