{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,16]],"date-time":"2026-05-16T09:58:27Z","timestamp":1778925507186,"version":"3.51.4"},"reference-count":70,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2024,7,22]],"date-time":"2024-07-22T00:00:00Z","timestamp":1721606400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,7,22]],"date-time":"2024-07-22T00:00:00Z","timestamp":1721606400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100003787","name":"Natural Science Foundation of Hebei Province","doi-asserted-by":"publisher","award":["E2023402085"],"award-info":[{"award-number":["E2023402085"]}],"id":[{"id":"10.13039\/501100003787","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Public Transp"],"published-print":{"date-parts":[[2024,10]]},"DOI":"10.1007\/s12469-024-00353-y","type":"journal-article","created":{"date-parts":[[2024,7,22]],"date-time":"2024-07-22T14:02:17Z","timestamp":1721656937000},"page":"929-965","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Contribution of built environment factors and their interactions with subway station ridership"],"prefix":"10.1007","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6402-6280","authenticated-orcid":false,"given":"Zhenbao","family":"Wang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shihao","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiarui","family":"Song","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shuyue","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dong","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianlin","family":"Jia","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,7,22]]},"reference":[{"key":"353_CR1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecolind.2022.108771","volume":"137","author":"JW Ai","year":"2022","unstructured":"Ai JW, Yu KY, Zeng Z, Yang L, Liu Y, Liu J (2022) Assessing the dynamic landscape ecological risk and its driving forces in an island city based on optimal spatial scales: Haitan Island, China. Ecol Indic 137:108771. https:\/\/doi.org\/10.1016\/j.ecolind.2022.108771","journal-title":"Ecol Indic"},{"key":"353_CR2","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1016\/j.cities.2019.05.013","volume":"93","author":"DD An","year":"2019","unstructured":"An DD, Tong X, Liu K, Chan EHW (2019) Understanding the impact of built environment on metro ridership using open source in Shanghai. Cities 93:177\u2013187. https:\/\/doi.org\/10.1016\/j.cities.2019.05.013","journal-title":"Cities"},{"key":"353_CR3","doi-asserted-by":"publisher","DOI":"10.1016\/j.jtrangeo.2021.103127","author":"DE Andersson","year":"2021","unstructured":"Andersson DE, Shyr OF, Yang J (2021) Neighbourhood effects on station-level transit use: Evidence from the Taipei metro. J Transp Geogr. https:\/\/doi.org\/10.1016\/j.jtrangeo.2021.103127","journal-title":"J Transp Geogr"},{"key":"353_CR4","doi-asserted-by":"publisher","first-page":"156","DOI":"10.1016\/j.trd.2018.11.021","volume":"67","author":"F Calvo","year":"2019","unstructured":"Calvo F, Eboli L, Forciniti C, Mazzulla G (2019) Factors influencing trip generation on metro system in Madrid (Spain). Transp Res Part D Transp Environ 67:156\u2013172. https:\/\/doi.org\/10.1016\/j.trd.2018.11.021","journal-title":"Transp Res Part D Transp Environ"},{"key":"353_CR5","doi-asserted-by":"publisher","first-page":"78","DOI":"10.1080\/15481603.2013.778562","volume":"50","author":"F Cao","year":"2015","unstructured":"Cao F, Ge Y, Wang JF (2015) Optimal discretization for geographical detectors-based risk assessment. GIScience Remote Sens 50:78\u201392","journal-title":"GIScience Remote Sens"},{"key":"353_CR6","doi-asserted-by":"publisher","first-page":"548","DOI":"10.1016\/j.apgeog.2012.01.005","volume":"34","author":"OD Cardozo","year":"2012","unstructured":"Cardozo OD, Garc\u00eda-Palomares JC, Guti\u00e9rrez J (2012) Application of geographically weighted regression to the direct forecasting of transit ridership at station-level. Appl Geogr 34:548\u2013558. https:\/\/doi.org\/10.1016\/j.apgeog.2012.01.005","journal-title":"Appl Geogr"},{"issue":"1","key":"353_CR7","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1177\/088122017001001","volume":"17","author":"R Cervero","year":"2002","unstructured":"Cervero R (2002) Induced travel demand: research design, empirical evidence, and normative policies. J Plan Lit 17(1):3\u201320. https:\/\/doi.org\/10.1177\/088122017001001","journal-title":"J Plan Lit"},{"issue":"5","key":"353_CR8","doi-asserted-by":"publisher","first-page":"315","DOI":"10.1016\/j.tranpol.2008.12.011","volume":"15","author":"R Cervero","year":"2008","unstructured":"Cervero R, Day J (2008) Suburbanization and transit-oriented development in China. Transp Policy 15(5):315\u2013323. https:\/\/doi.org\/10.1016\/j.tranpol.2008.12.011","journal-title":"Transp Policy"},{"issue":"3","key":"353_CR9","doi-asserted-by":"publisher","first-page":"199","DOI":"10.1016\/S1361-9209(97)00009-6","volume":"2","author":"R Cervero","year":"1997","unstructured":"Cervero R, Kockelman K (1997) Travel demand and the 3Ds: density, diversity, and design. Transp Res Part D Transp Environ 2(3):199\u2013219. https:\/\/doi.org\/10.1016\/S1361-9209(97)00009-6","journal-title":"Transp Res Part D Transp Environ"},{"issue":"12","key":"353_CR10","doi-asserted-by":"publisher","first-page":"4963","DOI":"10.5846\/stxb202004180928","volume":"41","author":"K Chen","year":"2021","unstructured":"Chen K, Yang CC, Bai LG et al. (2021) Effects of natural and human factors on vegetation normalized difference vegetation index based on geographical detectors in Inner Mongolia. Acta Ecol Sin 41(12):4963\u20134975. https:\/\/doi.org\/10.5846\/stxb202004180928","journal-title":"Acta Ecol Sin"},{"issue":"7","key":"353_CR11","doi-asserted-by":"publisher","first-page":"696","DOI":"10.1016\/j.tra.2011.04.016","volume":"45","author":"W Chiang","year":"2011","unstructured":"Chiang W, Russell RA, Urban TL (2011) Forecasting ridership for a metropolitan transit authority. Transp Res Part A Policy Pract 45(7):696\u2013705. https:\/\/doi.org\/10.1016\/j.tra.2011.04.016","journal-title":"Transp Res Part A Policy Pract"},{"key":"353_CR12","doi-asserted-by":"publisher","unstructured":"Chow LF, Zhao F, Liu XM et al. (2006) Transit ridership model based on geographically weighted regression. Travel survey methods, information technology, and geospatial data. 85th Annual Meeting of the Transportation-Research-Board. pp 105\u2013114. https:\/\/doi.org\/10.3141\/1972-15","DOI":"10.3141\/1972-15"},{"issue":"01","key":"353_CR13","first-page":"116","volume":"24","author":"YR Cong","year":"2021","unstructured":"Cong YR, Wang YG, Yu LJ et al. (2021) Spatial-temporal effects of land use factors on metro station passenger flow. Urban Mass Transit 24(01):116\u2013121","journal-title":"Urban Mass Transit"},{"issue":"1","key":"353_CR14","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1177\/08854120022092890","volume":"15","author":"R Crane","year":"2000","unstructured":"Crane R (2000) The influence of urban form on travel: an interpretive review. J Plan Lit 15(1):3\u201323. https:\/\/doi.org\/10.1177\/08854120022092890","journal-title":"J Plan Lit"},{"issue":"1","key":"353_CR15","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1016\/j.jtrangeo.2008.12.002","volume":"18","author":"G Currie","year":"2010","unstructured":"Currie G (2010) Quantifying spatial gaps in public transport supply based on social needs. J Transp Geogr 18(1):31\u201341. https:\/\/doi.org\/10.1016\/j.jtrangeo.2008.12.002","journal-title":"J Transp Geogr"},{"issue":"1","key":"353_CR16","doi-asserted-by":"publisher","first-page":"625","DOI":"10.5198\/jtlu.2020.1739","volume":"13","author":"C De Gruyter","year":"2020","unstructured":"De Gruyter C, Saghapour T, Ma L et al. (2020) How does the built environment affect transit use by train, tram and bus? J Transp Land Use 13(1):625\u2013650. https:\/\/doi.org\/10.5198\/jtlu.2020.1739","journal-title":"J Transp Land Use"},{"issue":"2","key":"353_CR17","doi-asserted-by":"publisher","first-page":"296","DOI":"10.1016\/j.tra.2007.10.006","volume":"42","author":"N Estupi\u00f1\u00e1n","year":"2008","unstructured":"Estupi\u00f1\u00e1n N, Rodr\u00edguez DA (2008) The relationship between urban form and station boardings for Bogot\u00e1\u2019s BRT. Transp Res Part A Policy Pract 42(2):296\u2013306. https:\/\/doi.org\/10.1016\/j.tra.2007.10.006","journal-title":"Transp Res Part A Policy Pract"},{"issue":"76","key":"353_CR18","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1080\/01944361003766766","volume":"3","author":"R Ewing","year":"2010","unstructured":"Ewing R, Cervero R (2010) Travel and the built environment. J Am Plann Assoc 3(76):265\u2013294. https:\/\/doi.org\/10.1080\/01944361003766766","journal-title":"J Am Plann Assoc"},{"key":"353_CR19","doi-asserted-by":"publisher","DOI":"10.1016\/j.eiar.2022.106858","volume":"97","author":"YT Fan","year":"2022","unstructured":"Fan YT, Jin XB, Gan L et al. (2022) Dynamics of spatial associations among multiple land use functions and their driving mechanisms: a case study of the Yangtze River Delta region, China. Environ Impact Assess Rev 97:106858. https:\/\/doi.org\/10.1016\/j.eiar.2022.106858","journal-title":"Environ Impact Assess Rev"},{"key":"353_CR20","doi-asserted-by":"publisher","DOI":"10.7717\/peerj.13358","volume":"10","author":"Y Feng","year":"2022","unstructured":"Feng Y, Wang J, Zhou Q et al. (2022) Quantitative analysis of vegetation restoration and potential driving factors in a typical subalpine region of the Eastern Tibet Plateau. PeerJ 10:e13358. https:\/\/doi.org\/10.7717\/peerj.13358","journal-title":"PeerJ"},{"issue":"4","key":"353_CR21","doi-asserted-by":"publisher","first-page":"239","DOI":"10.1016\/0966-6923(95)00023-2","volume":"3","author":"GJ Fielding","year":"1995","unstructured":"Fielding GJ (1995) Congestion pricing and the future of transit. J Transp Geogr 3(4):239\u2013246. https:\/\/doi.org\/10.1016\/0966-6923(95)00023-2","journal-title":"J Transp Geogr"},{"issue":"6","key":"353_CR22","doi-asserted-by":"publisher","first-page":"1247","DOI":"10.1080\/24694452.2017.1352480","volume":"107","author":"AS Fotheringham","year":"2017","unstructured":"Fotheringham AS, Yang W, Kang W (2017) Multiscale geographically weighted regression (MGWR). Ann Am Assoc Geogr 107(6):1247\u20131265. https:\/\/doi.org\/10.1080\/24694452.2017.1352480","journal-title":"Ann Am Assoc Geogr"},{"key":"353_CR23","first-page":"44","volume":"1466","author":"LD Frank","year":"1994","unstructured":"Frank LD, Pivo G (1994) Impacts of mixed use and density on utilization of three modes of travel: single-occupant vehicle, transit, and walking. Transp Res Rec 1466:44\u201352","journal-title":"Transp Res Rec"},{"key":"353_CR001","doi-asserted-by":"publisher","DOI":"10.1016\/j.trd.2020.102332","volume":"82","author":"Z Gan","year":"2020","unstructured":"Gan Z, Yang M, Feng T, Timmermans HJP (2020) Examining the relationship between built environment and metro ridership at station-to-station level. Transp Res Part D Transp Environ 82:102332. https:\/\/doi.org\/10.1016\/j.trd.2020.102332","journal-title":"Transp Res Part D Transp Environ"},{"issue":"06","key":"353_CR24","first-page":"25","volume":"21","author":"DH Gao","year":"2021","unstructured":"Gao DH, Xu Q, Chen PW et al. (2021) Spatial characteristics of urban rail transit passenger flows and fine-scale built environment. J Transp Syst Eng Inf Technol 21(06):25\u201332","journal-title":"J Transp Syst Eng Inf Technol"},{"issue":"1","key":"353_CR25","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1007\/BF01099974","volume":"20","author":"PB Goodwin","year":"1993","unstructured":"Goodwin PB (1993) Car ownership and public transport use\u2014revisiting the interaction. Transportation 20(1):21\u201333. https:\/\/doi.org\/10.1007\/BF01099974","journal-title":"Transportation"},{"key":"353_CR26","doi-asserted-by":"publisher","first-page":"101","DOI":"10.3141\/2276-12","volume":"2276","author":"E Guerra","year":"2012","unstructured":"Guerra E, Cervero R, Tischler D (2012) The half-mile circle does it represent transit station catchments. J Transp Res Board 2276:101\u2013109. https:\/\/doi.org\/10.3141\/2276-12","journal-title":"J Transp Res Board"},{"issue":"6","key":"353_CR27","doi-asserted-by":"publisher","first-page":"1081","DOI":"10.1016\/j.jtrangeo.2011.05.004","volume":"19","author":"J Guti\u00e9rrez","year":"2011","unstructured":"Guti\u00e9rrez J, Cardozo OD, Garc\u00eda-Palomares JC (2011) Transit ridership forecasting at station level: an approach based on distance-decay weighted regression. J Transp Geogr 19(6):1081\u20131092. https:\/\/doi.org\/10.1016\/j.jtrangeo.2011.05.004","journal-title":"J Transp Geogr"},{"key":"353_CR28","doi-asserted-by":"publisher","DOI":"10.1016\/j.jenvman.2022.115513","volume":"318","author":"J He","year":"2022","unstructured":"He J, Shi XY (2022) Detection of social-ecological drivers and impact thresholds of ecological degradation and ecological restoration in the last three decades. J Environ Manag 318:115513. https:\/\/doi.org\/10.1016\/j.jenvman.2022.115513","journal-title":"J Environ Manag"},{"key":"353_CR29","doi-asserted-by":"publisher","first-page":"194","DOI":"10.1016\/j.jtrangeo.2016.05.016","volume":"54","author":"XY Huang","year":"2016","unstructured":"Huang XY, Cao XJ, Cao XS et al. (2016) How does the propensity of living near rail transit moderate the influence of rail transit on transit trip frequency in Xi\u2019an? J Transp Geogr 54:194\u2013204. https:\/\/doi.org\/10.1016\/j.jtrangeo.2016.05.016","journal-title":"J Transp Geogr"},{"issue":"11","key":"353_CR30","doi-asserted-by":"publisher","first-page":"6542","DOI":"10.3390\/su14116542","volume":"14","author":"Y Huang","year":"2022","unstructured":"Huang Y, Kang QJ, Wang Q et al. (2022) Multiscale spatial distribution pattern and influencing factors on inland fishing gardens in China. Sustainability 14(11):6542. https:\/\/doi.org\/10.3390\/su14116542","journal-title":"Sustainability"},{"key":"353_CR31","doi-asserted-by":"publisher","first-page":"17764","DOI":"10.1016\/j.renene.2022.09.084","volume":"22","author":"R Jiang","year":"2022","unstructured":"Jiang R, Wu P, Song YZ et al. (2022) Factors influencing the adoption of renewable energy in the US residential sector: an optimal parameters-based geographical detector approach. Renew Energy 22:17764. https:\/\/doi.org\/10.1016\/j.renene.2022.09.084","journal-title":"Renew Energy"},{"key":"353_CR32","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1016\/j.jtrangeo.2015.08.002","volume":"48","author":"M Jun","year":"2015","unstructured":"Jun M, Choi K, Jeong J, Kwon K-H, Kim H-J (2015) Land use characteristics of subway catchment areas and their influence on subway ridership in Seoul. J Transp Geogr 48:30\u201340. https:\/\/doi.org\/10.1016\/j.jtrangeo.2015.08.002","journal-title":"J Transp Geogr"},{"issue":"3","key":"353_CR33","doi-asserted-by":"publisher","first-page":"223","DOI":"10.1016\/j.tra.2003.10.006","volume":"38","author":"M Kuby","year":"2004","unstructured":"Kuby M, Barranda A, Upchurch C (2004) Factors influencing light-rail station boardings in the United States. Transp Res Part A Policy Pract 38(3):223\u2013247. https:\/\/doi.org\/10.1016\/j.tra.2003.10.006","journal-title":"Transp Res Part A Policy Pract"},{"key":"353_CR34","doi-asserted-by":"crossref","unstructured":"Lane C, DiCarlantonio M, Usvyat L et al. (2006) Sketch models to forecast commuter and light rail ridership\u2014update to TCRP report 16. Transit: management, maintenance, technology and planning. 85th Annual Meeting of the Transportation-Research-Board. pp 198","DOI":"10.3141\/1986-26"},{"issue":"s1","key":"353_CR35","doi-asserted-by":"publisher","first-page":"S77","DOI":"10.1123\/jpah.3.s1.s77","volume":"3","author":"C Lee","year":"2006","unstructured":"Lee C, Moudon AV (2006) Correlates of walking for transportation or recreation purposes. J Phys Act Health 3(s1):S77\u2013S98. https:\/\/doi.org\/10.1123\/jpah.3.s1.s77","journal-title":"J Phys Act Health"},{"key":"353_CR36","doi-asserted-by":"publisher","DOI":"10.1016\/j.jtrangeo.2019.102631","volume":"82","author":"SY Li","year":"2020","unstructured":"Li SY, Lyu D, Huang GP et al. (2020a) Spatially varying impacts of built environment factors on rail transit ridership at station level: a case study in Guangzhou, China. J Transp Geogr 82:102631. https:\/\/doi.org\/10.1016\/j.jtrangeo.2019.102631","journal-title":"J Transp Geogr"},{"key":"353_CR37","doi-asserted-by":"publisher","DOI":"10.1016\/j.cities.2019.102580","volume":"99","author":"SY Li","year":"2020","unstructured":"Li SY, Lyu D, Liu XP et al. (2020b) The varying patterns of rail transit ridership and their relationships with fine-scale built environment factors: Big data\u00a0analytics from\u00a0Guangzhou. Cities 99:102580. https:\/\/doi.org\/10.1016\/j.cities.2019.102580","journal-title":"Cities"},{"issue":"1","key":"353_CR38","doi-asserted-by":"publisher","first-page":"565","DOI":"10.1186\/s12879-022-07539-4","volume":"22","author":"H Li","year":"2022","unstructured":"Li H, Ge M, Zhang MX (2022) Spatio-temporal distribution of tuberculosis and the effects of environmental factors in China. BMC Infect Dis 22(1):565. https:\/\/doi.org\/10.1186\/s12879-022-07539-4","journal-title":"BMC Infect Dis"},{"issue":"1","key":"353_CR39","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1038\/sdata.2017.1","volume":"4","author":"CT Lloyd","year":"2017","unstructured":"Lloyd CT, Sorichetta A, Tatem AJ (2017) High resolution global gridded data for use in population studies. Sci Data 4(1):1\u201317. https:\/\/doi.org\/10.1038\/sdata.2017.1","journal-title":"Sci Data"},{"issue":"3","key":"353_CR40","doi-asserted-by":"publisher","first-page":"202","DOI":"10.1016\/j.landurbplan.2010.06.002","volume":"97","author":"BPY Loo","year":"2010","unstructured":"Loo BPY, Chen C, Chan ETH (2010) Rail-based transit-oriented development: lessons from New York City and Hong Kong. Landsc Urban Plan 97(3):202\u2013212. https:\/\/doi.org\/10.1016\/j.landurbplan.2010.06.002","journal-title":"Landsc Urban Plan"},{"key":"353_CR41","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1177\/0361198196155200120","volume":"1552","author":"T Messenger","year":"1996","unstructured":"Messenger T, Ewing R (1996) Transit-oriented development in the sun belt. Transp Res Rec 1552:145\u2013153","journal-title":"Transp Res Rec"},{"key":"353_CR42","unstructured":"News TB (2019) Line 4 and Daxing Line will implement flow control during weekdays' morning peak hours. http:\/\/news.jstv.com\/a\/20190121\/154800572962.shtml. Accessed 20 Mar 2023"},{"issue":"4","key":"353_CR43","doi-asserted-by":"publisher","first-page":"518","DOI":"10.1016\/j.cstp.2018.06.012","volume":"6","author":"DQ Nguyen-Phuoc","year":"2018","unstructured":"Nguyen-Phuoc DQ, Currie G, De Gruyter C, Young W (2018) Congestion relief and public transport: an enhanced method using disaggregate mode shift evidence. Case Stud Transp Policy 6(4):518\u2013528. https:\/\/doi.org\/10.1016\/j.cstp.2018.06.012","journal-title":"Case Stud Transp Policy"},{"issue":"1","key":"353_CR44","doi-asserted-by":"publisher","first-page":"1","DOI":"10.16037\/j.1007-869x.2017.01.001.html","volume":"20","author":"J Pang","year":"2017","unstructured":"Pang J, Yang Z, Wang Y (2017) Statistical analysis of urban rail transit lines in 2016 China-Express delivery of annual report on urban rail transit IV. Urban Mass Transit 20(1):1\u20135. https:\/\/doi.org\/10.16037\/j.1007-869x.2017.01.001","journal-title":"Urban Mass Transit"},{"issue":"1","key":"353_CR45","doi-asserted-by":"publisher","first-page":"33","DOI":"10.5038\/2375-0901.15.1.3","volume":"15","author":"SS Pulugurtha","year":"2012","unstructured":"Pulugurtha SS, Agurla M (2012) Assessment of models to estimate bus-stop level transit ridership using spatial modeling methods. J Public Transp 15(1):33\u201352. https:\/\/doi.org\/10.5038\/2375-0901.15.1.3","journal-title":"J Public Transp"},{"key":"353_CR46","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1016\/j.tra.2016.08.027","volume":"94","author":"Q Shen","year":"2016","unstructured":"Shen Q, Chen P, Pan HX (2016) Factors affecting car ownership and mode choice in rail transit-supported suburbs of a large Chinese city. Transp Res Part A Policy Pract 94:31\u201344. https:\/\/doi.org\/10.1016\/j.tra.2016.08.027","journal-title":"Transp Res Part A Policy Pract"},{"issue":"5","key":"353_CR47","doi-asserted-by":"publisher","first-page":"358","DOI":"10.1016\/j.cities.2010.05.001","volume":"27","author":"K Sohn","year":"2010","unstructured":"Sohn K, Shim H (2010) Factors generating boardings at Metro stations in the Seoul metropolitan area. Cities 27(5):358\u2013368. https:\/\/doi.org\/10.1016\/j.cities.2010.05.001","journal-title":"Cities"},{"issue":"5","key":"353_CR48","doi-asserted-by":"publisher","first-page":"593","DOI":"10.1080\/15481603.2020.1760434","volume":"57","author":"YZ Song","year":"2020","unstructured":"Song YZ, Wang JF, Ge Y, Xu G (2020) An optimal parameters-based geographical detector model enhances geographic characteristics of explanatory variables for spatial heterogeneity analysis: cases with different types of spatial data. GIScience Remote Sens 57(5):593\u2013610. https:\/\/doi.org\/10.1080\/15481603.2020.1760434","journal-title":"GIScience Remote Sens"},{"issue":"2","key":"353_CR49","doi-asserted-by":"publisher","first-page":"e0107042","DOI":"10.1371\/journal.pone.0107042","volume":"10","author":"FR Stevens","year":"2015","unstructured":"Stevens FR, Gaughan AE, Linard C, Tatem AJ (2015) Disaggregating census data for population mapping using random forests with remotely-sensed and ancillary data. PLoS\u00a0One 10(2):e0107042. https:\/\/doi.org\/10.1371\/journal.pone.0107042","journal-title":"PLoS\u00a0One"},{"issue":"1","key":"353_CR50","doi-asserted-by":"publisher","first-page":"70","DOI":"10.1016\/j.cities.2010.09.004","volume":"28","author":"H Sung","year":"2011","unstructured":"Sung H, Oh J (2011) Transit-oriented development in a high-density city: identifying its association with transit ridership in Seoul, Korea. Cities 28(1):70\u201382. https:\/\/doi.org\/10.1016\/j.cities.2010.09.004","journal-title":"Cities"},{"issue":"15","key":"353_CR51","doi-asserted-by":"publisher","first-page":"3327","DOI":"10.1177\/0042098012443864","volume":"49","author":"G Thompson","year":"2012","unstructured":"Thompson G, Brown J, Bhattacharya T (2012) What really matters for increasing transit ridership: understanding the determinants of transit ridership demand in Broward County, Florida. Urban Stud 49(15):3327\u20133345. https:\/\/doi.org\/10.1177\/0042098012443864","journal-title":"Urban Stud"},{"key":"353_CR52","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2019.105270","volume":"132","author":"LT Truong","year":"2019","unstructured":"Truong LT, Currie G (2019) Macroscopic road safety impacts of public transport: a case study of Melbourne Australia. Accid Anal Prev 132:105270. https:\/\/doi.org\/10.1016\/j.aap.2019.105270","journal-title":"Accid Anal Prev"},{"issue":"7","key":"353_CR53","doi-asserted-by":"publisher","first-page":"369","DOI":"10.3390\/ijgi11070369","volume":"11","author":"T Wan","year":"2022","unstructured":"Wan T, Shi BH (2022) Exploring the interactive associations between urban built environment features and the distribution of offender residences with a geodetector model. ISPRS Int J Geoinf 11(7):369. https:\/\/doi.org\/10.3390\/ijgi11070369","journal-title":"ISPRS Int J Geoinf"},{"issue":"01","key":"353_CR54","first-page":"116","volume":"72","author":"JF Wang","year":"2017","unstructured":"Wang JF, Xu CD (2017) Geodetector: Principle and prospective. Acta Geogr Sin 72(01):116\u2013134","journal-title":"Acta Geogr Sin"},{"issue":"9","key":"353_CR55","doi-asserted-by":"publisher","first-page":"383","DOI":"10.3390\/ijgi8090383","volume":"8","author":"ZL Wang","year":"2019","unstructured":"Wang ZL, Liu L, Zhou HL, Lan M (2019) Crime geographical displacement: testing its potential contribution to crime prediction. ISPRS Int J Geoinf 8(9):383. https:\/\/doi.org\/10.3390\/ijgi8090383","journal-title":"ISPRS Int J Geoinf"},{"issue":"1","key":"353_CR56","doi-asserted-by":"publisher","first-page":"7","DOI":"10.3390\/land11010007","volume":"11","author":"W Wang","year":"2022","unstructured":"Wang W, Hu YC, Song R, Guo Z (2022a) Analysis of the spatiotemporal heterogeneity of various landscape processes and their driving factors based on the OPGD model for the Jiaozhou Bay Coast Zone, China. Land 11(1):7. https:\/\/doi.org\/10.3390\/land11010007","journal-title":"Land"},{"issue":"23","key":"353_CR57","doi-asserted-by":"publisher","first-page":"16314","DOI":"10.3390\/su142316314","volume":"14","author":"ZB Wang","year":"2022","unstructured":"Wang ZB, Song JR, Zhang YC et al. (2022b) Spatial heterogeneity analysis for influencing factors of outbound ridership of subway stations considering the optimal scale range of \u201c7D\u201d built environments. Sustainability 14(23):16314. https:\/\/doi.org\/10.3390\/su142316314","journal-title":"Sustainability"},{"issue":"02","key":"353_CR58","first-page":"104","volume":"20","author":"ZB Wang","year":"2023","unstructured":"Wang ZB, Gong X, Wu W (2023a) Research on the influence mechanism of built environment on online car-hailing travel demand. Changsha Univ Sci Tech (nat Sci) 20(02):104\u2013114. https:\/\/link.oversea.cnki.net\/doi\/10.19951\/j.cnki.1672-9331.20220405001","journal-title":"Changsha Univ Sci Tech (nat Sci)"},{"key":"353_CR59","doi-asserted-by":"publisher","first-page":"2180","DOI":"10.3390\/app13042180","volume":"13","author":"ZB Wang","year":"2023","unstructured":"Wang ZB, Liu SY, Zhang YC et al. (2023b) Exploring the relative importance and interactive impacts of explanatory variables of the built environment on ride-hailing ridership by using the optimal parameter-based geographical detector (OPGD) model. Appl Sci 13:2180. https:\/\/doi.org\/10.3390\/app13042180","journal-title":"Appl Sci"},{"issue":"14","key":"353_CR60","doi-asserted-by":"publisher","first-page":"8390","DOI":"10.3390\/ijerph19148390","volume":"19","author":"CY Xu","year":"2022","unstructured":"Xu CY, Qian C, Yang WC et al. (2022) Spatiotemporal pattern of urban-rural integration development and its driving mechanism analysis in Hangzhou bay urban agglomeration. Int J Environ Res Public Health 19(14):8390. https:\/\/doi.org\/10.3390\/ijerph19148390","journal-title":"Int J Environ Res Public Health"},{"issue":"17","key":"353_CR61","doi-asserted-by":"publisher","first-page":"2658","DOI":"10.3390\/w14172658","volume":"14","author":"ZT Yin","year":"2022","unstructured":"Yin ZT, Chang J, Huang Y (2022) Multiscale spatiotemporal characteristics of soil erosion and its influencing factors in the Yellow River Basin. Water 14(17):2658. https:\/\/doi.org\/10.3390\/w14172658","journal-title":"Water"},{"issue":"1","key":"353_CR62","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1111\/gean.12189","volume":"52","author":"HC Yu","year":"2019","unstructured":"Yu HC, Fotheringham AS, Li ZQ et al. (2019) Inference in multiscale geographically weighted regression. Geogr Anal 52(1):87\u2013106. https:\/\/doi.org\/10.1111\/gean.12189","journal-title":"Geogr Anal"},{"issue":"1","key":"353_CR63","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1007\/s12469-017-0174-y","volume":"10","author":"J Zacharias","year":"2018","unstructured":"Zacharias J, Zhao Q (2018) Local environmental factors in walking distance at metro stations. Public Transp 10(1):91\u2013106. https:\/\/doi.org\/10.1007\/s12469-017-0174-y","journal-title":"Public Transp"},{"issue":"8","key":"353_CR64","doi-asserted-by":"publisher","first-page":"1303","DOI":"10.3390\/land11081303","volume":"11","author":"M Zhang","year":"2022","unstructured":"Zhang M, Kafy A, Ren B et al. (2022) Application of the optimal parameter geographic detector model in the identification of influencing factors of ecological quality in Guangzhou, China. Land 11(8):1303. https:\/\/doi.org\/10.3390\/land11081303","journal-title":"Land"},{"issue":"4","key":"353_CR65","doi-asserted-by":"publisher","first-page":"311","DOI":"10.1061\/(ASCE)UP.1943-5444.0000155","volume":"139","author":"JB Zhao","year":"2013","unstructured":"Zhao JB, Deng W (2013) Relationship of walk access distance to rapid rail transit stations with personal characteristics and station context. J Urban Plan Dev 139(4):311\u2013321. https:\/\/doi.org\/10.1061\/(ASCE)UP.1943-5444.0000155","journal-title":"J Urban Plan Dev"},{"key":"353_CR66","first-page":"65","volume":"04","author":"X Zhao","year":"2005","unstructured":"Zhao X, Bai MZ, Xu ZY (2005) Study on the relationship of the scope of the rail station and the traffic volume of the nearby roads. J Beijing Jiaotong Univ 04:65\u201368","journal-title":"J Beijing Jiaotong Univ"},{"key":"353_CR67","doi-asserted-by":"publisher","first-page":"114","DOI":"10.1016\/j.cities.2013.07.002","volume":"35","author":"JB Zhao","year":"2013","unstructured":"Zhao JB, Deng W, Song Y, Zhu Y (2013) What influences Metro station ridership in China? Insights from Nanjing. Cities 35:114\u2013124. https:\/\/doi.org\/10.1016\/j.cities.2013.07.002","journal-title":"Cities"},{"issue":"1","key":"353_CR68","doi-asserted-by":"publisher","first-page":"133","DOI":"10.1007\/s11116-013-9492-3","volume":"41","author":"JB Zhao","year":"2014","unstructured":"Zhao JB, Deng W, Song Y, Zhu Y (2014) Analysis of Metro ridership at station level and station-to-station level in Nanjing: an approach based on direct demand models. Transportation 41(1):133\u2013155. https:\/\/doi.org\/10.1007\/s11116-013-9492-3","journal-title":"Transportation"},{"key":"353_CR69","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecolind.2022.109411","volume":"144","author":"X Zhou","year":"2022","unstructured":"Zhou X, Wu D, Li JF et al. (2022) Cultivated land use efficiency and its driving factors in the Yellow River Basin, China. Ecol Indic 144:109411. https:\/\/doi.org\/10.1016\/j.ecolind.2022.109411","journal-title":"Ecol Indic"}],"container-title":["Public Transport"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12469-024-00353-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12469-024-00353-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12469-024-00353-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,12,24]],"date-time":"2024-12-24T14:06:35Z","timestamp":1735049195000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12469-024-00353-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,7,22]]},"references-count":70,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2024,10]]}},"alternative-id":["353"],"URL":"https:\/\/doi.org\/10.1007\/s12469-024-00353-y","relation":{},"ISSN":["1866-749X","1613-7159"],"issn-type":[{"value":"1866-749X","type":"print"},{"value":"1613-7159","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,7,22]]},"assertion":[{"value":"9 February 2024","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 July 2024","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Institutional review board statement"}},{"value":"Not applicable.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Informed consent statement"}}]}}