{"id":"https://openalex.org/W7204211990","doi":"https://doi.org/10.1007/s42421-026-00172-6","title":"Can Metro-Style Schematic Maps Induce Micromobility Ridership? A Bayesian Latent Class Ordered Logistic Analysis","display_name":"Can Metro-Style Schematic Maps Induce Micromobility Ridership? A Bayesian Latent Class Ordered Logistic Analysis","publication_year":2026,"publication_date":"2026-08-26","ids":{"openalex":"https://openalex.org/W7204211990","doi":"https://doi.org/10.1007/s42421-026-00172-6"},"language":"en","primary_location":{"id":"doi:10.1007/s42421-026-00172-6","doi":"https://doi.org/10.1007/s42421-026-00172-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s42421-026-00172-6","pdf_url":null,"source":{"id":"https://openalex.org/S4387287236","display_name":"Data Science for Transportation","issn_l":"2948-135X","issn":["2948-135X","2948-1368"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science for Transportation","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100395251","display_name":"Mohammed Mohammed","orcid":"https://orcid.org/0000-0003-4660-8030","observed_orcids":["https://orcid.org/0000-0003-4660-8030"]},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mohammed Abdalazeem","raw_affiliation_strings":["Department of Civil and Environmental Engineering, University of Massachusetts Amherst, Amherst, MA, 01003, USA"],"raw_orcid":"https://orcid.org/0000-0003-4660-8030","affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, University of Massachusetts Amherst, Amherst, MA, 01003, USA","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138556384","display_name":"Andrew Ruger","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I173288447","display_name":"Grinnell College","ror":"https://ror.org/04tmmky42","country_code":"US","type":"education","lineage":["https://openalex.org/I173288447"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew Ruger","raw_affiliation_strings":["Department of Economics, Grinnell College, Grinnell, IA, 50112, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economics, Grinnell College, Grinnell, IA, 50112, USA","institution_ids":["https://openalex.org/I173288447"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031027645","display_name":"Eleni Christofa","orcid":"https://orcid.org/0000-0002-8740-5558","observed_orcids":["https://orcid.org/0000-0002-8740-5558"]},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eleni Christofa","raw_affiliation_strings":["Department of Civil and Environmental Engineering, University of Massachusetts Amherst, Amherst, MA, 01003, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, University of Massachusetts Amherst, Amherst, MA, 01003, USA","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046740259","display_name":"Jimi B. Oke","orcid":"https://orcid.org/0000-0001-6610-445X","observed_orcids":["https://orcid.org/0000-0001-6610-445X"]},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jimi Oke","raw_affiliation_strings":["Department of Civil and Environmental Engineering, University of Massachusetts Amherst, Amherst, MA, 01003, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, University of Massachusetts Amherst, Amherst, MA, 01003, USA","institution_ids":["https://openalex.org/I24603500"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100395251"],"corresponding_institution_ids":["https://openalex.org/I24603500"],"apc_list":{"value":3190,"currency":"USD","value_usd":3190},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.60057901,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.975600004196167,"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":0.975600004196167,"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/T11942","display_name":"Transportation and Mobility Innovations","score":0.012799999676644802,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10698","display_name":"Transportation Planning and Optimization","score":0.007699999958276749,"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/schematic-maps","display_name":"schematic maps","score":0.9710000157356262},{"id":"https://openalex.org/keywords/micromobility","display_name":"micromobility","score":0.9810000061988831},{"id":"https://openalex.org/keywords/ridership","display_name":"ridership","score":0.7580000162124634},{"id":"https://openalex.org/keywords/cycling","display_name":"cycling","score":0.6299999952316284},{"id":"https://openalex.org/keywords/electric-scooters","display_name":"electric scooters","score":0.9190000295639038},{"id":"https://openalex.org/keywords/electric-bicycles","display_name":"electric bicycles","score":0.9100000262260437},{"id":"https://openalex.org/keywords/map-legibility","display_name":"map readability","score":0.8130000233650208},{"id":"https://openalex.org/keywords/route-information","display_name":"route information","score":0.5870000123977661},{"id":"https://openalex.org/keywords/travel-demand","display_name":"travel demand","score":0.4309999942779541}],"concepts":[{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6133999824523926},{"id":"https://openalex.org/C192328126","wikidata":"https://www.wikidata.org/wiki/Q4514647","display_name":"Schematic","level":2,"score":0.569599986076355},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4909999966621399},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47269999980926514},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46790000796318054},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.3709000051021576},{"id":"https://openalex.org/C70727504","wikidata":"https://www.wikidata.org/wiki/Q1806878","display_name":"Latent class model","level":2,"score":0.36910000443458557},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.34790000319480896},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.3091999888420105},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.3005000054836273},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.2944999933242798},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2919999957084656},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.29170000553131104},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2709999978542328},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.2630000114440918},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.25609999895095825},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.25600001215934753},{"id":"https://openalex.org/C207201462","wikidata":"https://www.wikidata.org/wiki/Q182505","display_name":"Bayes' theorem","level":3,"score":0.25099998712539673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s42421-026-00172-6","doi":"https://doi.org/10.1007/s42421-026-00172-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s42421-026-00172-6","pdf_url":null,"source":{"id":"https://openalex.org/S4387287236","display_name":"Data Science for Transportation","issn_l":"2948-135X","issn":["2948-135X","2948-1368"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science for Transportation","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":1.0,"id":"https://metadata.un.org/sdg/11"}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[{"id":"https://openalex.org/G7648718735","display_name":"National Science Foundation Expeditions in Computing for Computational Decarbonization of Societal Infrastructures at Mesoscales","funder_award_id":"2325956","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W187022023","https://openalex.org/W307596071","https://openalex.org/W1820056827","https://openalex.org/W2029807096","https://openalex.org/W2037158084","https://openalex.org/W2105195372","https://openalex.org/W2109820980","https://openalex.org/W2114372989","https://openalex.org/W2135381177","https://openalex.org/W2136555130","https://openalex.org/W2146855196","https://openalex.org/W2148222969","https://openalex.org/W2164690523","https://openalex.org/W2225156818","https://openalex.org/W2233207476","https://openalex.org/W2300001945","https://openalex.org/W2462024293","https://openalex.org/W2790118832","https://openalex.org/W2791409886","https://openalex.org/W2964077695","https://openalex.org/W2977506940","https://openalex.org/W2981150028","https://openalex.org/W2996229661","https://openalex.org/W3030848879","https://openalex.org/W3042538945","https://openalex.org/W3121296793","https://openalex.org/W3126403437","https://openalex.org/W3188916119","https://openalex.org/W4206241058","https://openalex.org/W4237840503","https://openalex.org/W4309731108","https://openalex.org/W4366385227","https://openalex.org/W4385623631","https://openalex.org/W4386480323","https://openalex.org/W4390657645","https://openalex.org/W4391830784","https://openalex.org/W4392059569","https://openalex.org/W4392867948","https://openalex.org/W4398155327","https://openalex.org/W7124451131","https://openalex.org/W7138194807","https://openalex.org/W7164670241"],"related_works":["https://openalex.org/W4402093914","https://openalex.org/W4378876646","https://openalex.org/W7058198134","https://openalex.org/W7154985246","https://openalex.org/W4396917092","https://openalex.org/W2024467684","https://openalex.org/W7124451131","https://openalex.org/W4384297278","https://openalex.org/W3092195421","https://openalex.org/W7140350995"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-09-26T08:19:03.415552","created_date":"2026-08-26T00:00:00"}