Spatial evolution characteristics and influencing factors of sports resources: evidence from Chinese national sports industry bases

preprint OA: closed CC-BY-4.0
📄 Open PDF Full text JSON View at publisher
AI-generated deep summary by claude@2026-07, 2026-07-04 · read from full text

This paper studies the spatial evolution characteristics and influencing mechanisms of China’s national sports industry bases across Chinese urban agglomerations, using nearest-neighbor indices, kernel density analysis, standard deviation ellipse analysis, and GeoDetector, focusing on distribution type, density, and orientation. It finds that early on these bases were discretely and randomly distributed, but later shifted toward greater agglomeration as resources accumulated, with an overall transition from scattered to clustered spatial structure and pronounced spatial unevenness. The spatial center of gravity shows a dynamic migration trend described as “northwest-northeast-southwest,” while east–west and south–north development gaps narrow over time. A major caveat is that, although factors such as economic base, potential market, and policy environment are identified as important interactors, the study reports no empirical evidence to confirm the specific causal conduction path of their “empowering” effects. The paper does not explicitly discuss endometriosis or adenomyosis; it was included in the corpus via a keyword match in the upstream search index.

Read from the paper's body, not the abstract. Not a substitute for reading the paper. No clinical advice. How this works

Abstract

Abstract The sports industry plays an important role in promoting regional economic construction, citizens' health and quality of life, and has good development resilience and development prospects. However, the existing sports industry research has the shortcoming of paying insufficient attention to the characteristics of the spatial evolution of sports resources and the influencing factors. This paper applies the nearest neighbor index, kernel density analysis, standard deviation ellipse analysis, GeoDetector and other methods to study the spatial evolution characteristics of national sports industry bases in Chinese urban agglomerations and their influencing mechanisms from the perspectives of distribution type, distribution density and distribution orientation. The results show that, firstly, at the early stage of sports resources development in Chinese urban agglomerations, the national sports industry bases were discretely and randomly distributed; later on, as the accumulation of resources became more and more abundant, the tendency of agglomeration of the national sports industry bases began to be emphasized. Secondly, the sports resources of Chinese urban agglomerations as a whole show a tendency from a scattered structure to a cluster structure, and the spatial distribution is extremely uneven. Thirdly, the spatial center of gravity of the national sports industry bases shows the dynamic migration development trend of "northwest-northeast-southwest", and the development gap between east and west, south and north is gradually narrowing. Fourthly, the economic base, potential market and policy environment play an important role in interacting with other factors and then empowering the cultivation of sports resources, but there is no empirical evidence to confirm the specific conduction path of this empowering effect.
Full text 14,214 characters · extracted from preprint-html · click to expand
Spatial evolution characteristics and influencing factors of sports resources: evidence from Chinese national sports industry bases | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Article Spatial evolution characteristics and influencing factors of sports resources: evidence from Chinese national sports industry bases Xuesi Zhong, Jingling Wang, Zejun Zhong This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-4776475/v1 This work is licensed under a CC BY 4.0 License Status: Published Journal Publication published 01 Jul, 2025 Read the published version in Scientific Reports → Version 1 posted 10 You are reading this latest preprint version Abstract The sports industry plays an important role in promoting regional economic construction, citizens' health and quality of life, and has good development resilience and development prospects. However, the existing sports industry research has the shortcoming of paying insufficient attention to the characteristics of the spatial evolution of sports resources and the influencing factors. This paper applies the nearest neighbor index, kernel density analysis, standard deviation ellipse analysis, GeoDetector and other methods to study the spatial evolution characteristics of national sports industry bases in Chinese urban agglomerations and their influencing mechanisms from the perspectives of distribution type, distribution density and distribution orientation. The results show that, firstly, at the early stage of sports resources development in Chinese urban agglomerations, the national sports industry bases were discretely and randomly distributed; later on, as the accumulation of resources became more and more abundant, the tendency of agglomeration of the national sports industry bases began to be emphasized. Secondly, the sports resources of Chinese urban agglomerations as a whole show a tendency from a scattered structure to a cluster structure, and the spatial distribution is extremely uneven. Thirdly, the spatial center of gravity of the national sports industry bases shows the dynamic migration development trend of "northwest-northeast-southwest", and the development gap between east and west, south and north is gradually narrowing. Fourthly, the economic base, potential market and policy environment play an important role in interacting with other factors and then empowering the cultivation of sports resources, but there is no empirical evidence to confirm the specific conduction path of this empowering effect. Earth and environmental sciences/Environmental social sciences/Socioeconomic scenarios Health sciences/Health care/Quality of life National sports industry base sports resources spatial evolution characteristics influencing factors Full Text Additional Declarations No competing interests reported. Cite Share Download PDF Status: Published Journal Publication published 01 Jul, 2025 Read the published version in Scientific Reports → Version 1 posted Editorial decision: Revision requested 17 Oct, 2024 Reviews received at journal 17 Oct, 2024 Reviews received at journal 07 Oct, 2024 Reviewers agreed at journal 07 Oct, 2024 Reviewers agreed at journal 05 Oct, 2024 Reviewers invited by journal 03 Oct, 2024 Editor assigned by journal 03 Oct, 2024 Editor invited by journal 27 Jul, 2024 Submission checks completed at journal 26 Jul, 2024 First submitted to journal 21 Jul, 2024 You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-4776475","acceptedTermsAndConditions":true,"allowDirectSubmit":false,"archivedVersions":[],"articleType":"Article","associatedPublications":[],"authors":[{"id":341520808,"identity":"d674b9f4-6559-45d8-a965-f44783f7f852","order_by":0,"name":"Xuesi Zhong","email":"","orcid":"","institution":"Guangxi Normal University","correspondingAuthor":false,"prefix":"","firstName":"Xuesi","middleName":"","lastName":"Zhong","suffix":""},{"id":341520810,"identity":"1f549370-41b6-4bba-b1ff-b4eb0f271786","order_by":1,"name":"Jingling Wang","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA1ElEQVRIiWNgGAWjYBACfmb+z49//JCw42dvPkCcFsl2BjNjxh6LZMmeYwnEaTE4z2AgzcBWwbjhRo4BkS47zJBgXMAjwSw5I+fjjTcMdnK6DQR0MDYzHHg8w0KCj5/n7WbLOQzJxmYHCGhhZmZsMOAB2dKeu02ah+FA4jZCWtiYmRkkeNgkGDccyHlGnBYeZjYGabCWEzlsxGmRYOZhM5zZIwEKZGPLOQZE+MX+/BnmBx9+1IGi8uGNNxV2cgS1oFrJQ2zUIGkhVccoGAWjYBSMCAAAYOc8zCDrw/gAAAAASUVORK5CYII=","orcid":"","institution":"Guangxi Normal University","correspondingAuthor":true,"prefix":"","firstName":"Jingling","middleName":"","lastName":"Wang","suffix":""},{"id":341520812,"identity":"094530d2-f401-4c33-8fe4-fac2d354730a","order_by":2,"name":"Zejun Zhong","email":"","orcid":"","institution":"Guangxi Normal University","correspondingAuthor":false,"prefix":"","firstName":"Zejun","middleName":"","lastName":"Zhong","suffix":""}],"badges":[],"createdAt":"2024-07-21 11:08:19","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-4776475/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-4776475/v1","draftVersion":[],"editorialEvents":[{"content":"https://doi.org/10.1038/s41598-025-09706-4","type":"published","date":"2025-07-01T15:57:03+00:00"}],"editorialNote":"","failedWorkflow":false,"files":[{"id":86180086,"identity":"a3fe7fc1-874f-4528-a319-17a16dcb79b0","added_by":"auto","created_at":"2025-07-07 16:21:12","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":634839,"visible":true,"origin":"","legend":"","description":"","filename":"SpatialevolutioncharacteristicsandinfluencingfactorsofsportsresourcesevidencefromChinesenationalsportsindustrybases.pdf","url":"https://assets-eu.researchsquare.com/files/rs-4776475/v1_covered_a231006f-0424-4b4d-beb6-e0592270f4d9.pdf"}],"financialInterests":"No competing interests reported.","formattedTitle":"Spatial evolution characteristics and influencing factors of sports resources: evidence from Chinese national sports industry bases","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":false,"hideJournal":false,"highlight":"","institution":"","isAcceptedByJournal":true,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"scientific-reports","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"scirep","sideBox":"Learn more about [Scientific Reports](http://www.nature.com/srep/)","snPcode":"","submissionUrl":"","title":"Scientific Reports","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"stoa","reportingPortfolio":"Scientific Reports","inReviewEnabled":true,"inReviewRevisionsEnabled":true},"keywords":"National sports industry base, sports resources, spatial evolution characteristics, influencing factors","lastPublishedDoi":"10.21203/rs.3.rs-4776475/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-4776475/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eThe sports industry plays an important role in promoting regional economic construction, citizens' health and quality of life, and has good development resilience and development prospects. However, the existing sports industry research has the shortcoming of paying insufficient attention to the characteristics of the spatial evolution of sports resources and the influencing factors. This paper applies the nearest neighbor index, kernel density analysis, standard deviation ellipse analysis, GeoDetector and other methods to study the spatial evolution characteristics of national sports industry bases in Chinese urban agglomerations and their influencing mechanisms from the perspectives of distribution type, distribution density and distribution orientation. The results show that, firstly, at the early stage of sports resources development in Chinese urban agglomerations, the national sports industry bases were discretely and randomly distributed; later on, as the accumulation of resources became more and more abundant, the tendency of agglomeration of the national sports industry bases began to be emphasized. Secondly, the sports resources of Chinese urban agglomerations as a whole show a tendency from a scattered structure to a cluster structure, and the spatial distribution is extremely uneven. Thirdly, the spatial center of gravity of the national sports industry bases shows the dynamic migration development trend of \"northwest-northeast-southwest\", and the development gap between east and west, south and north is gradually narrowing. Fourthly, the economic base, potential market and policy environment play an important role in interacting with other factors and then empowering the cultivation of sports resources, but there is no empirical evidence to confirm the specific conduction path of this empowering effect.\u003c/p\u003e","manuscriptTitle":"Spatial evolution characteristics and influencing factors of sports resources: evidence from Chinese national sports industry bases","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2024-08-22 03:49:04","doi":"10.21203/rs.3.rs-4776475/v1","editorialEvents":[{"type":"communityComments","content":0},{"type":"decision","content":"Revision requested","date":"2024-10-18T03:36:38+00:00","index":"","fulltext":""},{"type":"editorInvitedReview","content":"","date":"2024-10-17T16:36:48+00:00","index":"hide","fulltext":""},{"type":"editorInvitedReview","content":"","date":"2024-10-07T11:36:57+00:00","index":"hide","fulltext":""},{"type":"reviewerAgreed","content":"8019684249824070695637765357355396728","date":"2024-10-07T09:58:11+00:00","index":"hide","fulltext":""},{"type":"reviewerAgreed","content":"201885764858410302840200481968556485098","date":"2024-10-06T03:35:07+00:00","index":"hide","fulltext":""},{"type":"reviewersInvited","content":"","date":"2024-10-03T08:49:57+00:00","index":"","fulltext":""},{"type":"editorAssigned","content":"","date":"2024-10-03T08:47:37+00:00","index":"","fulltext":""},{"type":"editorInvited","content":"","date":"2024-07-27T09:08:14+00:00","index":"","fulltext":""},{"type":"checksComplete","content":"","date":"2024-07-26T07:05:55+00:00","index":"","fulltext":""},{"type":"submitted","content":"Scientific Reports","date":"2024-07-21T11:00:10+00:00","index":"","fulltext":""}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"scientific-reports","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"scirep","sideBox":"Learn more about [Scientific Reports](http://www.nature.com/srep/)","snPcode":"","submissionUrl":"","title":"Scientific Reports","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"stoa","reportingPortfolio":"Scientific Reports","inReviewEnabled":true,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"c5e73c99-c65e-46d0-8465-863afa5fa833","owner":[],"postedDate":"August 22nd, 2024","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"published-in-journal","subjectAreas":[{"id":36187869,"name":"Earth and environmental sciences/Environmental social sciences/Socioeconomic scenarios"},{"id":36187870,"name":"Health sciences/Health care/Quality of life"}],"tags":[],"updatedAt":"2025-07-07T16:14:06+00:00","versionOfRecord":{"articleIdentity":"rs-4776475","link":"https://doi.org/10.1038/s41598-025-09706-4","journal":{"identity":"scientific-reports","isVorOnly":false,"title":"Scientific Reports"},"publishedOn":"2025-07-01 15:57:03","publishedOnDateReadable":"July 1st, 2025"},"versionCreatedAt":"2024-08-22 03:49:04","video":"","vorDoi":"10.1038/s41598-025-09706-4","vorDoiUrl":"https://doi.org/10.1038/s41598-025-09706-4","workflowStages":[]},"version":"v1","identity":"rs-4776475","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-4776475","identity":"rs-4776475","version":["v1"]},"buildId":"qtupq5eGEP_6zYnWcrvyt","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: preprint-html

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. This is a recent paper (2024) — citers typically take a year or two to land, and the OpenAlex reference graph may still be filling in.

Source provenance

europepmc
last seen: 2026-05-20T01:45:00.602351+00:00
unpaywall
last seen: 2026-05-29T02:00:03.542394+00:00
License: CC-BY-4.0