{"id":"https://openalex.org/W4408463444","doi":"https://doi.org/10.3389/fcomp.2025.1504523","title":"Urban sentiment mapping using language and vision models in spatial analysis","display_name":"Urban sentiment mapping using language and vision models in spatial analysis","publication_year":2025,"publication_date":"2025-03-14","ids":{"openalex":"https://openalex.org/W4408463444","doi":"https://doi.org/10.3389/fcomp.2025.1504523"},"language":"en","primary_location":{"id":"doi:10.3389/fcomp.2025.1504523","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fcomp.2025.1504523","pdf_url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1504523/pdf","source":{"id":"https://openalex.org/S4210211086","display_name":"Frontiers in Computer Science","issn_l":"2624-9898","issn":["2624-9898"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1504523/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047574793","display_name":"Jayedi Aman","orcid":"https://orcid.org/0000-0002-6128-8293"},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jayedi Aman","raw_affiliation_strings":["Department of Architectural Studies, University of Missouri, Columbia, MO, United States"],"affiliations":[{"raw_affiliation_string":"Department of Architectural Studies, University of Missouri, Columbia, MO, United States","institution_ids":["https://openalex.org/I76835614"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017964015","display_name":"Timothy C. Matisziw","orcid":"https://orcid.org/0000-0003-2159-4904"},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Timothy C. Matisziw","raw_affiliation_strings":["Department of Geography, Department of Civil and Environmental Engineering, Institute for Data Science and Informatics, University of Missouri, Columbia, MO, United States"],"affiliations":[{"raw_affiliation_string":"Department of Geography, Department of Civil and Environmental Engineering, Institute for Data Science and Informatics, University of Missouri, Columbia, MO, United States","institution_ids":["https://openalex.org/I76835614"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5047574793"],"corresponding_institution_ids":["https://openalex.org/I76835614"],"apc_list":{"value":1150,"currency":"USD","value_usd":1150},"apc_paid":{"value":1150,"currency":"USD","value_usd":1150},"fwci":75.302,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.99883457,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"7","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.9811999797821045,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"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/T10757","display_name":"Geographic Information Systems Studies","score":0.9811999797821045,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"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/T12694","display_name":"Categorization, perception, and language","score":0.9811000227928162,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12325","display_name":"Urban Design and Spatial Analysis","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.5397073030471802},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.489643394947052},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4818797707557678},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3815822899341583},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3556634485721588},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.355506956577301},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.30610495805740356}],"concepts":[{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.5397073030471802},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.489643394947052},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4818797707557678},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3815822899341583},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3556634485721588},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.355506956577301},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.30610495805740356}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3389/fcomp.2025.1504523","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fcomp.2025.1504523","pdf_url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1504523/pdf","source":{"id":"https://openalex.org/S4210211086","display_name":"Frontiers in Computer Science","issn_l":"2624-9898","issn":["2624-9898"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f29cfd32a50f4c89b65de24f6ff23a06","is_oa":true,"landing_page_url":"https://doaj.org/article/f29cfd32a50f4c89b65de24f6ff23a06","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Computer Science, Vol 7 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fcomp.2025.1504523","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fcomp.2025.1504523","pdf_url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1504523/pdf","source":{"id":"https://openalex.org/S4210211086","display_name":"Frontiers in Computer Science","issn_l":"2624-9898","issn":["2624-9898"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4408463444.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1744548356","https://openalex.org/W1859757623","https://openalex.org/W1968983388","https://openalex.org/W1984757605","https://openalex.org/W2017532019","https://openalex.org/W2021100878","https://openalex.org/W2032514230","https://openalex.org/W2066473934","https://openalex.org/W2085554865","https://openalex.org/W2115846140","https://openalex.org/W2116674605","https://openalex.org/W2121626621","https://openalex.org/W2125598229","https://openalex.org/W2131586477","https://openalex.org/W2155621806","https://openalex.org/W2412782625","https://openalex.org/W2417249256","https://openalex.org/W2478090196","https://openalex.org/W2549412929","https://openalex.org/W2560023338","https://openalex.org/W2591247384","https://openalex.org/W2913765899","https://openalex.org/W2951956466","https://openalex.org/W2963037989","https://openalex.org/W2963150697","https://openalex.org/W2966755844","https://openalex.org/W2970597249","https://openalex.org/W2996428491","https://openalex.org/W3058507927","https://openalex.org/W3112515312","https://openalex.org/W3195494505","https://openalex.org/W3204457184","https://openalex.org/W4205555604","https://openalex.org/W4224088788","https://openalex.org/W4237864481","https://openalex.org/W4241422031","https://openalex.org/W4280596958","https://openalex.org/W4288089799","https://openalex.org/W4292246695","https://openalex.org/W4292779060","https://openalex.org/W4309687119","https://openalex.org/W4360999292","https://openalex.org/W4391170330","https://openalex.org/W4391648511","https://openalex.org/W4399392368","https://openalex.org/W4402704759","https://openalex.org/W4404060848","https://openalex.org/W6778883912"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Introduction":[0],"Understanding":[1],"how":[2],"urban":[3,11,37,70,84,159,181],"environments":[4],"shape":[5],"public":[6,40,156],"sentiment":[7,23,55,63,139,157],"is":[8],"crucial":[9],"for":[10,173],"planning.":[12],"Traditional":[13],"methods,":[14],"such":[15],"as":[16],"surveys,":[17],"often":[18],"fail":[19],"to":[20,32,61,78,82,105,154,161],"capture":[21],"evolving":[22],"dynamics.":[24],"This":[25],"study":[26,96,169],"leverages":[27],"language":[28],"and":[29,45,75,92,101,118,127,165],"vision":[30],"models":[31],"assess":[33],"the":[34,146,152],"influence":[35,122],"of":[36],"features":[38],"on":[39],"emotions":[41],"across":[42],"spatial":[43,102],"contexts":[44],"timeframes.":[46],"Methods":[47],"A":[48,134],"two-phase":[49],"computational":[50],"framework":[51],"was":[52],"developed.":[53],"First,":[54],"inference":[56,72],"used":[57],"a":[58],"BERT-based":[59],"model":[60],"extract":[62],"from":[64],"geotagged":[65],"social":[66],"media":[67],"posts.":[68],"Second,":[69],"context":[71],"applied":[73],"PSPNet":[74],"Mask":[76],"R-CNN":[77],"street":[79],"view":[80],"imagery":[81],"quantify":[83],"design":[85,177],"features,":[86],"including":[87],"visual":[88],"enclosure,":[89],"human":[90],"scale,":[91],"streetscape":[93],"complexity.":[94],"The":[95,113,168],"integrates":[97],"publicly":[98],"available":[99],"data":[100],"simulation":[103],"techniques":[104],"examine":[106],"sentiment-urban":[107],"form":[108],"relationships":[109],"over":[110],"time.":[111],"Results":[112],"analysis":[114,136],"reveals":[115],"that":[116,179],"greenery":[117],"pedestrian-friendly":[119],"infrastructure":[120],"positively":[121],"sentiment,":[123],"while":[124],"excessive":[125],"openness":[126],"fenced-off":[128],"areas":[129],"correlate":[130],"with":[131],"negative":[132],"sentiment.":[133],"hotspot":[135],"highlights":[137],"shifting":[138],"patterns,":[140],"particularly":[141],"during":[142],"societal":[143],"disruptions":[144],"like":[145],"COVID-19":[147],"pandemic.":[148],"Discussion":[149],"Findings":[150],"emphasize":[151],"need":[153],"incorporate":[155],"into":[158],"simulations":[160],"create":[162],"inclusive,":[163],"safe,":[164],"resilient":[166],"environments.":[167],"provides":[170],"data-driven":[171],"insights":[172],"planners,":[174],"supporting":[175],"human-centered":[176],"interventions":[178],"enhance":[180],"livability.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8}],"updated_date":"2026-02-27T16:54:17.756197","created_date":"2025-10-10T00:00:00"}