Evidence map›Paper›PMID 42511432›Full record

ArticleEntropy (Basel, Switzerland)2026

Structural Entropy, Modal Diversity Entropy, and Accessibility Differentiation: A Study of the Western China-Central Asia Cross-Border Multimodal Transportation Network.

Ruifen Sun, Ying Xin, Yang Shao, Peilun Ju

Abstract read
In one paragraph

Article in Entropy (Basel, Switzerland), 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

4 authors.

Ruifen SunSchool of Modern Posts (Logistics), Xi'an University of Posts and Telecommunications, Xi'an 710061, China.ORCID 0009-0001-5923-2506
Ying XinSchool of Modern Posts (Logistics), Xi'an University of Posts and Telecommunications, Xi'an 710061, China.ORCID 0009-0002-2927-1931
Yang ShaoSchool of Modern Posts (Logistics), Xi'an University of Posts and Telecommunications, Xi'an 710061, China.ORCID 0000-0002-3259-1269
Peilun JuSchool of Economics and Management, Chang'an University, Xi'an 710064, China.

Funding

Humanities and Social Sciences Project of the Ministry of Education of China No. 23YJCZH195National College Students' Innovation and Entrepreneurship Training Program-Innovation Training Project No. 202511664008Natural Science Basic Research Program of Shaanxi No. 2024JC-YBQN-0738Program of China Scholarship Council No. 202508610235Shaanxi Provincial Department of Education Youth Innovation Team Project No. 25JP176Shaanxi Provincial Social Science Fund No. 2024D032The Fundamental Research Funds for the Central Universities, CHD No. 300102234105The Fundamental Research Funds for the Central Universities, CHD No. 30010234450204, No. 300102345507
6 · The paper itself

Abstract

Cross-border multimodal transportation systems are essential for regional connectivity, yet their structural concentration, modal imbalance, community organization, and accessibility differentiation remain insufficiently understood from an entropy perspective. Based on 2024 data, this study constructs railway, highway, aviation, and integrated transportation networks between Western China and the five Central Asian countries. It integrates complex network analysis, structural entropy, modal diversity entropy, Louvain community detection, and accessibility assessment within a structure-organization-function framework. The results reveal a core-periphery pattern, with Xi'an, Urumqi, Almaty, and Tashkent serving as hubs. Structural entropy shows that highway connections are balanced, aviation links are concentrated around core hubs, and the integrated network reflects the coexistence of core-hub agglomeration and multimodal coverage expansion. Modal diversity entropy indicates that high connectivity does not necessarily imply balanced modal configuration, and 41.8% of nodes remain dependent on a single mode. Community detection reveals local cohesion and global segmentation, while accessibility analysis identifies a Western China core and Central Asian periphery. Sensitivity analyses based on common-node normalization, travel-time weighting, and alternative modal weights confirm the robustness of the findings. These results provide an integrated diagnostic framework for identifying structural concentration, modal imbalance, and accessibility inequality in cross-border multimodal transportation networks.

Indexed as

accessibilitycommunity structurecomplex networkcross-border integrated transportation networkmodal diversity entropystructural entropyWestern China–Central Asia

Identifiers

PMID42511432
PMCPMC13408942

What OpenQuestion holds

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LicenceCC BY
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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.