{"id":"https://openalex.org/W7166521833","doi":"https://doi.org/10.3390/ijgi15070289","title":"The Context-Dependent Influence of Eye-Level Motor Traffic on Metro-Integrated Cycling: An AIGC-Enhanced Analysis","display_name":"The Context-Dependent Influence of Eye-Level Motor Traffic on Metro-Integrated Cycling: An AIGC-Enhanced Analysis","publication_year":2026,"publication_date":"2026-06-29","ids":{"openalex":"https://openalex.org/W7166521833","doi":"https://doi.org/10.3390/ijgi15070289"},"language":"en","primary_location":{"id":"doi:10.3390/ijgi15070289","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi15070289","pdf_url":"https://www.mdpi.com/2220-9964/15/7/289/pdf?version=1782717059","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2220-9964/15/7/289/pdf?version=1782717059","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007562652","display_name":"Suyang Yuan","orcid":"https://orcid.org/0009-0004-7779-2015"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Suyang Yuan","raw_affiliation_strings":["Department of City Planning, School of Architecture, Southeast University, Nanjing 210096, China"],"raw_orcid":"https://orcid.org/0009-0004-7779-2015","affiliations":[{"raw_affiliation_string":"Department of City Planning, School of Architecture, Southeast University, Nanjing 210096, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100404947","display_name":"Jie Yang","orcid":"https://orcid.org/0000-0003-4801-7162"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianqiang Yang","raw_affiliation_strings":["Department of City Planning, School of Architecture, Southeast University, Nanjing 210096, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of City Planning, School of Architecture, Southeast University, Nanjing 210096, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075957605","display_name":"Yunhan Zhang","orcid":"https://orcid.org/0000-0002-0060-5697"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunhan Zhang","raw_affiliation_strings":["College of Architecture and Environment, Sichuan University, Chengdu 610065, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Architecture and Environment, Sichuan University, Chengdu 610065, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132942278","display_name":"K Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kairui Yang","raw_affiliation_strings":["College of Architecture and Environment, Sichuan University, Chengdu 610065, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Architecture and Environment, Sichuan University, Chengdu 610065, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069594867","display_name":"Chenxi Ma","orcid":"https://orcid.org/0000-0001-8591-1046"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenxi Ma","raw_affiliation_strings":["Department of City Planning, School of Architecture, Southeast University, Nanjing 210096, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of City Planning, School of Architecture, Southeast University, Nanjing 210096, China","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100404947"],"corresponding_institution_ids":["https://openalex.org/I76569877"],"apc_list":{"value":1900,"currency":"CHF","value_usd":2292},"apc_paid":{"value":1900,"currency":"CHF","value_usd":2292},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.70290464,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"15","issue":"7","first_page":"289","last_page":"289"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.8418999910354614,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.8418999910354614,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10692","display_name":"Urban Green Space and Health","score":0.027400000020861626,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.016100000590085983,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cycling","display_name":"Cycling","score":0.7281000018119812},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.6621000170707703},{"id":"https://openalex.org/keywords/evening","display_name":"Evening","score":0.4113999903202057},{"id":"https://openalex.org/keywords/association","display_name":"Association (psychology)","score":0.39969998598098755},{"id":"https://openalex.org/keywords/geospatial-analysis","display_name":"Geospatial analysis","score":0.3747999966144562},{"id":"https://openalex.org/keywords/poison-control","display_name":"Poison control","score":0.3677000105381012}],"concepts":[{"id":"https://openalex.org/C541528975","wikidata":"https://www.wikidata.org/wiki/Q53121","display_name":"Cycling","level":2,"score":0.7281000018119812},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.6621000170707703},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4368000030517578},{"id":"https://openalex.org/C2776476923","wikidata":"https://www.wikidata.org/wiki/Q7725","display_name":"Evening","level":2,"score":0.4113999903202057},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.39969998598098755},{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.3747999966144562},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.3677000105381012},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.3312000036239624},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.2741999924182892},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2653999924659729},{"id":"https://openalex.org/C166735990","wikidata":"https://www.wikidata.org/wiki/Q1750812","display_name":"Human factors and ergonomics","level":3,"score":0.25450000166893005},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25360000133514404},{"id":"https://openalex.org/C2989057848","wikidata":"https://www.wikidata.org/wiki/Q849275","display_name":"Time of day","level":2,"score":0.25290000438690186},{"id":"https://openalex.org/C168443057","wikidata":"https://www.wikidata.org/wiki/Q7001223","display_name":"Traffic volume","level":2,"score":0.25099998712539673},{"id":"https://openalex.org/C192465680","wikidata":"https://www.wikidata.org/wiki/Q1413450","display_name":"Precondition","level":2,"score":0.2502000033855438}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/ijgi15070289","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi15070289","pdf_url":"https://www.mdpi.com/2220-9964/15/7/289/pdf?version=1782717059","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:035903a0f1dd4f729662f610d382f34f","is_oa":false,"landing_page_url":"https://doaj.org/article/035903a0f1dd4f729662f610d382f34f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISPRS International Journal of Geo-Information, Vol 15, Iss 7, p 289 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/ijgi15070289","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi15070289","pdf_url":"https://www.mdpi.com/2220-9964/15/7/289/pdf?version=1782717059","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.79556804895401}],"awards":[{"id":"https://openalex.org/G1759968456","display_name":null,"funder_award_id":"52578064","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7166521833.pdf","grobid_xml":"https://content.openalex.org/works/W7166521833.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W588769813","https://openalex.org/W1492723894","https://openalex.org/W1981913661","https://openalex.org/W1987233492","https://openalex.org/W1987264627","https://openalex.org/W2028226037","https://openalex.org/W2054054553","https://openalex.org/W2083178764","https://openalex.org/W2090394408","https://openalex.org/W2091435714","https://openalex.org/W2173375178","https://openalex.org/W2235834033","https://openalex.org/W2549766072","https://openalex.org/W2804438378","https://openalex.org/W2898765535","https://openalex.org/W2901215701","https://openalex.org/W2910585180","https://openalex.org/W2956250156","https://openalex.org/W2982441053","https://openalex.org/W3017040284","https://openalex.org/W3025801198","https://openalex.org/W3038130640","https://openalex.org/W3096198001","https://openalex.org/W3147335260","https://openalex.org/W3163605984","https://openalex.org/W3193706102","https://openalex.org/W3207880534","https://openalex.org/W3210676492","https://openalex.org/W4212966569","https://openalex.org/W4229442429","https://openalex.org/W4301401414","https://openalex.org/W4307900126","https://openalex.org/W4323317611","https://openalex.org/W4390913831","https://openalex.org/W4401288328","https://openalex.org/W4403509654","https://openalex.org/W4403936588","https://openalex.org/W4407585047","https://openalex.org/W4409365606","https://openalex.org/W4410020688","https://openalex.org/W4411133740","https://openalex.org/W4415904931"],"related_works":[],"abstract_inverted_index":{"This":[0,144],"study":[1,145],"examines":[2],"the":[3,18,73,78,147],"context-dependent":[4],"association":[5,79],"between":[6],"eye-level":[7,39],"motor":[8,100],"traffic":[9,101],"and":[10,47,55,87,159],"metro-integrated":[11,68],"cycling":[12,69,107,167],"in":[13,109,126],"Shenzhen,":[14],"China.":[15],"To":[16],"address":[17],"limitations":[19,158],"of":[20,150],"static":[21],"street-view":[22],"imagery,":[23],"we":[24],"constructed":[25],"a":[26,95,122,133,138],"traffic-informed":[27],"AIGC-enhanced":[28],"analytical":[29],"framework":[30],"to":[31],"approximate":[32],"peak-hour":[33],"visual":[34],"motor-traffic":[35,40],"conditions.":[36],"The":[37,58,118],"resulting":[38],"measure":[41,63],"was":[42,64],"incorporated":[43],"into":[44],"OLS,":[45],"GWR,":[46],"MGWR":[48],"models":[49],"together":[50],"with":[51,67,104],"land-use,":[52],"road-network,":[53],"development-intensity,":[54],"streetscape":[56],"variables.":[57],"results":[59],"show":[60],"that":[61],"this":[62,92],"positively":[65],"associated":[66],"volume":[70],"primarily":[71],"during":[72,85,141],"weekday":[74],"morning":[75],"peak,":[76],"while":[77],"weakened":[80],"or":[81],"became":[82],"statistically":[83],"insignificant":[84],"evening":[86],"weekend":[88],"periods.":[89],"We":[90],"describe":[91],"pattern":[93,125],"as":[94,132],"commuter\u2019s":[96],"paradox-like":[97],"association:":[98],"visible":[99],"may":[102,130],"co-occur":[103],"high":[105],"first-/last-mile":[106],"demand":[108],"high-intensity":[110],"commuting":[111],"environments,":[112],"rather":[113,136],"than":[114,137],"necessarily":[115],"deterring":[116],"cycling.":[117],"analysis":[119],"further":[120],"suggests":[121],"threshold-like":[123],"land-use":[124],"which":[127],"residential":[128],"density":[129],"act":[131],"background":[134],"precondition":[135],"linear":[139],"driver":[140],"peak":[142],"hours.":[143],"illustrates":[146],"methodological":[148],"applicability":[149],"Geospatial":[151],"Artificial":[152],"Intelligence":[153],"(GeoAI)":[154],"for":[155,163],"addressing":[156],"static-data":[157],"provides":[160],"planning":[161],"implications":[162],"evaluating":[164],"station-area":[165],"feeder":[166],"environments.":[168]},"counts_by_year":[],"updated_date":"2026-08-24T07:32:12.397491","created_date":"2026-06-30T00:00:00"}