{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,19]],"date-time":"2026-10-19T21:46:08Z","timestamp":1792446368919,"version":"4.5.0"},"reference-count":202,"publisher":"Public Library of Science (PLoS)","issue":"1","license":[{"start":{"date-parts":[[2026,1,27]],"date-time":"2026-01-27T00:00:00Z","timestamp":1769472000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100020466","name":"Catholic University of Cuenca","doi-asserted-by":"crossref","award":["PICSN22-03"],"award-info":[{"award-number":["PICSN22-03"]}],"id":[{"id":"10.13039\/100020466","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["www.plosone.org"],"crossmark-restriction":false},"short-container-title":["PLoS One"],"abstract":"<jats:p>This study analyzed the factors influencing university students\u2019 intention to use electric bus services to commute to campuses in developing countries, specifically in Ecuador, Peru, and Colombia. A technology adoption model was proposed that integrates variables from the Technology Acceptance Model (TAM), Theory of Planned Behavior (TPB), and Unified Theory of Acceptance and Use of Technology (UTAUT), which helps in understanding, predicting, and explaining the acceptance and use of technologies, thus facilitating the design of strategies to improve adoption in various contexts. Data were collected from 1,158 students across different academic fields, genders, and academic levels in the countries studied. The analysis was conducted using structural equation modeling with the partial least squares technique. The key factors assessed included attitudes toward electric vehicles, perceived risk, consumer characteristics, emotions, hyperbolic discounting, intention to use electric transport, and social influence. The findings provide valuable insights into the determinants of electric transportation service adoption among university students and offer guidance for implementing sustainable transportation solutions in educational institutions in developing countries.<\/jats:p>","DOI":"10.1371\/journal.pone.0341736","type":"journal-article","created":{"date-parts":[[2026,1,27]],"date-time":"2026-01-27T18:40:31Z","timestamp":1769539231000},"page":"e0341736","update-policy":"https:\/\/doi.org\/10.1371\/journal.pone.corrections_policy","source":"Crossref","is-referenced-by-count":4,"title":["Intention to adopt electric transportation services by university students in emerging countries"],"prefix":"10.1371","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2138-2522","authenticated-orcid":true,"given":"Diego Marcelo","family":"Cordero","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maria Fernanda","family":"Villavicencio","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kleber Antonio","family":"Luna","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yonimiler","family":"Castillo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"340","published-online":{"date-parts":[[2026,1,27]]},"reference":[{"issue":"1","key":"pone.0341736.ref001","doi-asserted-by":"crossref","first-page":"372","DOI":"10.3390\/smartcities4010022","article-title":"A review on electric vehicles: technologies and challenges","volume":"4","author":"JA Sanguesa","year":"2021","journal-title":"Smart Cities"},{"issue":"1","key":"pone.0341736.ref002","doi-asserted-by":"crossref","first-page":"13","DOI":"10.35833\/MPCE.2019.000326","article-title":"Grid integration of electric vehicles for economic benefits: a review","volume":"9","author":"H Patil","year":"2021","journal-title":"J Modern Power Systems Clean Energy"},{"key":"pone.0341736.ref003","doi-asserted-by":"crossref","first-page":"125773","DOI":"10.1016\/j.energy.2022.125773","article-title":"Review of the energy forecasting and scheduling model for electric buses","volume":"263","author":"LK Lim","year":"2023","journal-title":"Energy"},{"key":"pone.0341736.ref004","doi-asserted-by":"crossref","first-page":"118019","DOI":"10.1016\/j.jenvman.2023.118019","article-title":"The alternative path for fossil oil: Electric vehicles or hydrogen fuel cell vehicles?","volume":"341","author":"W Zhang","year":"2023","journal-title":"J Environ Manage"},{"key":"pone.0341736.ref005","doi-asserted-by":"crossref","unstructured":"Islam MA, Mamun AA, Khaled EU, Hasan A, Islam A, Islam ZU, et al. Techno-Economic Assessment of Electric Bus for Student Transportation Services: A Case Study. 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Transici\u00f3n hacia operaciones de autobuses con cero emisiones. Consideraciones para un tr\u00e1nsito ecol\u00f3gico. 2023."},{"key":"pone.0341736.ref012","author":"C40 Cities Finance Facility (CFF), Gr\u00fctter Consulting","year":"2018"},{"key":"pone.0341736.ref013","unstructured":"Kruse C. Ojo al Clima. https:\/\/ojoalclima.com\/articles\/buses-electricos-generan-menos-costos-diarios-que-los-de-diesel?utm_source=chatgpt.com Accessed 2025 April 15."},{"key":"pone.0341736.ref014","article-title":"Estudio comparativo de los costes de mantenimiento y consumo energ\u00e9tico de diferentes tipolog\u00edas de propulsi\u00f3n de autobuses","author":"V Maci\u00e1n","year":"2023","journal-title":"Aem"},{"issue":"3","key":"pone.0341736.ref015","article-title":"Urban mobility: a review of challenges and innovations for sustainable transportation in Brazil","volume":"17","author":"e Andrade N F e l i p","year":"2023","journal-title":"Environmental & Social Management J\/Revista de Gest\u00e3o Social e Ambiental"},{"issue":"3","key":"pone.0341736.ref016","doi-asserted-by":"crossref","first-page":"659","DOI":"10.1080\/01441647.2023.2283497","article-title":"Mechanisms with equity implications for the (non-) adoption of electric mobility in the early stage of the energy transition","volume":"44","author":"F Israel","year":"2023","journal-title":"Transport Reviews"},{"issue":"3","key":"pone.0341736.ref017","doi-asserted-by":"crossref","first-page":"91","DOI":"10.3390\/batteries10030091","article-title":"An investigation into the viability of battery technologies for electric buses in the UK","volume":"10","author":"T Muhith","year":"2024","journal-title":"Batteries"},{"issue":"21","key":"pone.0341736.ref018","doi-asserted-by":"crossref","first-page":"11577","DOI":"10.3390\/su132111577","article-title":"Electric Buses in Malaysia: Policies, Innovations, Technologies and Life Cycle Evaluations","volume":"13","author":"AS Al-Ogaili","year":"2021","journal-title":"Sustainability"},{"key":"pone.0341736.ref019","doi-asserted-by":"crossref","first-page":"218","DOI":"10.1016\/j.tranpol.2022.09.004","article-title":"An assessment of barriers and solutions for the deployment of electric vehicles in the Brazilian market","volume":"127","author":"AC Ruoso","year":"2022","journal-title":"Transport Policy"},{"key":"pone.0341736.ref020","doi-asserted-by":"crossref","unstructured":"Nanayakkara S, Sperling J, Johnson C, Morris E, Bracho R, Fang A. 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Ku\u017aniar","year":"2021","journal-title":"Sustainability"},{"issue":"2","key":"pone.0341736.ref045","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1016\/0749-5978(91)90020-T","article-title":"The theory of planned behavior","volume":"50","author":"I Ajzen","year":"1991","journal-title":"Organizational Behavior and Human Decision Processes"},{"key":"pone.0341736.ref046","doi-asserted-by":"crossref","first-page":"134629","DOI":"10.1016\/j.jclepro.2022.134629","article-title":"Influence of the new ecological paradigm (NEP) and environmental concerns on pro-environmental behavioral intention based on the theory of planned behavior (TPB)","volume":"382","author":"OA Gansser","year":"2023","journal-title":"J Cleaner Prod"},{"issue":"6","key":"pone.0341736.ref047","doi-asserted-by":"crossref","first-page":"2670","DOI":"10.1111\/ijcs.12970","article-title":"Theory of planned behavior in consumer behavior research: a systematic literature review","volume":"47","author":"K Rozenkowska","year":"2023","journal-title":"Int J Consumer Studies"},{"issue":"3","key":"pone.0341736.ref048","doi-asserted-by":"crossref","first-page":"557","DOI":"10.1108\/IJBM-05-2017-0082","article-title":"Intention to use e-banking services in the Jordanian commercial banks","volume":"36","author":"SG Yaseen","year":"2018","journal-title":"Int J Bank Marketing"},{"issue":"3","key":"pone.0341736.ref049","doi-asserted-by":"crossref","first-page":"425","DOI":"10.2307\/30036540","article-title":"User Acceptance of Information Technology: Toward A Unified View1","volume":"27","author":"V Venkatesh","year":"2003","journal-title":"MIS Quarterly"},{"issue":"3","key":"pone.0341736.ref050","doi-asserted-by":"crossref","first-page":"1062","DOI":"10.1057\/s41264-023-00256-2","article-title":"Technology acceptance model and customer engagement: mediating role of customer satisfaction","volume":"29","author":"RP Kumar","year":"2023","journal-title":"J Financ Serv 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influences","volume":"44","author":"L Kuan-Yu","year":"2020","journal-title":"Online Information Rev"},{"key":"pone.0341736.ref054","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1016\/j.jairtraman.2019.04.004","article-title":"An electric airplane: Assessing the effect of travelers\u2019 perceived risk, attitude, and new product knowledge","volume":"78","author":"H Han","year":"2019","journal-title":"J Air Transport Manag"},{"issue":"9","key":"pone.0341736.ref055","doi-asserted-by":"crossref","first-page":"22997","DOI":"10.1007\/s10668-023-03587-1","article-title":"Analysing adoption of eVehicles among Indian consumers: a novel approach towards sustainable transport","volume":"26","author":"DK Tiwari","year":"2023","journal-title":"Environ Dev Sustain"},{"key":"pone.0341736.ref056","doi-asserted-by":"crossref","first-page":"849","DOI":"10.1016\/j.rser.2017.01.121","article-title":"Adoption of PHEV\/EV in Malaysia: a critical review on predicting consumer behaviour","volume":"72","author":"N Adnan","year":"2017","journal-title":"Renewable and Sustainable Energy Rev"},{"issue":"9","key":"pone.0341736.ref057","doi-asserted-by":"crossref","first-page":"1156","DOI":"10.1080\/08870446.2010.481718","article-title":"The theory of planned behaviour and breast self-examination: assessing the impact of past behaviour, context stability and habit strength","volume":"26","author":"P Norman","year":"2011","journal-title":"Psychol Health"},{"key":"pone.0341736.ref058","first-page":"819","article-title":"How trust can drive forward the user acceptance to the technology? In-vehicle technology for autonomous vehicle","volume":"118","author":"N Adnan","year":"2018","journal-title":"Transportation Research Part A: Policy and Practice"},{"key":"pone.0341736.ref059","doi-asserted-by":"crossref","first-page":"101471","DOI":"10.1016\/j.esr.2024.101471","article-title":"Assessing policy influence on electric vehicle adoption in China: An in-depth study","volume":"54","author":"F Ehsan","year":"2024","journal-title":"Energy Strategy Reviews"},{"key":"pone.0341736.ref060","doi-asserted-by":"crossref","first-page":"102436","DOI":"10.1016\/j.trd.2020.102436","article-title":"A review and simple meta-analysis of factors influencing adoption of electric vehicles","volume":"86","author":"V Singh","year":"2020","journal-title":"Transportation Res Part D: Transport Environ"},{"issue":"3","key":"pone.0341736.ref061","doi-asserted-by":"crossref","first-page":"175","DOI":"10.14254\/2071-8330.2023\/16-3\/10","article-title":"Perceived value and preferences of purchasing EVs","volume":"16","author":"J Bednarz","year":"2023","journal-title":"J Int Stud"},{"issue":"1","key":"pone.0341736.ref062","doi-asserted-by":"crossref","first-page":"205","DOI":"10.3390\/en16010205","article-title":"Consumer adoption of electric vehicles: a systematic literature review","volume":"16","author":"P Bry\u0142a","year":"2022","journal-title":"Energies"},{"key":"pone.0341736.ref063","first-page":"1","article-title":"Influence of emotion on purchase intention of electric vehicles: a comparative study of consumers with different income levels","author":"Z He","year":"2022","journal-title":"Curr Psychol"},{"issue":"3","key":"pone.0341736.ref064","doi-asserted-by":"crossref","DOI":"10.47611\/jsrhs.v11i3.3409","article-title":"Influence of climate change on high school students\u2019 attitudes towards electric vehicles","volume":"11","author":"K Vitolo","year":"2022","journal-title":"J Stud Res"},{"key":"pone.0341736.ref065","doi-asserted-by":"crossref","first-page":"820584","DOI":"10.3389\/fpsyg.2022.820584","article-title":"Cross-cultural study of the attitudes of Russian and Chinese consumers toward electric vehicles","volume":"13","author":"F Zhao","year":"2022","journal-title":"Front Psychol"},{"issue":"16","key":"pone.0341736.ref066","doi-asserted-by":"crossref","first-page":"20362","DOI":"10.1007\/s11356-020-12006-1","article-title":"Transition to sustainable transport: understanding the antecedents of consumer\u2019s intention to adopt electric vehicles from the emotional research perspective","volume":"28","author":"G Xu","year":"2021","journal-title":"Environ Sci Pollut Res Int"},{"key":"pone.0341736.ref067","doi-asserted-by":"crossref","unstructured":"Parrott WG. Role of emotions in risk perception. 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of Electric Vehicles\u2014A Case Study of the Republic of Croatia","volume":"15","author":"M Mutavd\u017eija","year":"2022","journal-title":"Energies"},{"issue":"10","key":"pone.0341736.ref071","doi-asserted-by":"crossref","first-page":"4174","DOI":"10.1108\/BIJ-10-2021-0618","article-title":"Exploring consumers\u2019 motives for electric vehicle adoption: bridging the attitude\u2013behavior gap","volume":"30","author":"P Chaturvedi","year":"2022","journal-title":"BIJ"},{"key":"pone.0341736.ref072","doi-asserted-by":"crossref","first-page":"245","DOI":"10.4018\/978-1-7998-8900-7.ch014","article-title":"The impact of environmental concern on consumers\u2019 attitude and intention toward electric vehicles: The role of demographics","volume-title":"Disruptive technologies and eco-innovation for sustainable development","author":"N Tun\u00e7el","year":"2022"},{"key":"pone.0341736.ref073","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1016\/j.trf.2019.07.017","article-title":"Perceptual and motivational reasons for the low adoption of electric cars in Denmark","volume":"65","author":"J Th\u00f8gersen","year":"2019","journal-title":"Transportation Research Part F: Traffic Psychology and Behaviour"},{"issue":"6","key":"pone.0341736.ref074","doi-asserted-by":"crossref","first-page":"1347","DOI":"10.3390\/en17061347","article-title":"Selection of the Family Electric Car Based on Objective and Subjective Criteria\u2014Analysis of a Case Study of Polish Consumers","volume":"17","author":"P Ziemba","year":"2024","journal-title":"Energies"},{"issue":"4","key":"pone.0341736.ref075","doi-asserted-by":"crossref","first-page":"3039","DOI":"10.3390\/su15043039","article-title":"Understanding the continuance intention of omnichannel: combining TAM and TPB","volume":"15","author":"HG Song","year":"2023","journal-title":"Sustainability"},{"key":"pone.0341736.ref076","first-page":"58","article-title":"Policy implications for promoting the adoption of electric vehicles: Do consumer\u2019s knowledge, perceived risk and financial incentive policy matter?","volume":"117","author":"S Wang","year":"2018","journal-title":"Transportation Research Part A: Policy and Practice"},{"key":"pone.0341736.ref077","doi-asserted-by":"crossref","first-page":"114014","DOI":"10.1016\/j.rser.2023.114014","article-title":"The Impact of state policies on electric vehicle adoption -A panel data analysis","volume":"191","author":"MF Mekky","year":"2024","journal-title":"Renewab Sustainab Energy Rev"},{"issue":"2","key":"pone.0341736.ref078","doi-asserted-by":"crossref","first-page":"443","DOI":"10.1162\/003355397555253","article-title":"Golden Eggs and Hyperbolic Discounting","volume":"112","author":"D Laibson","year":"1997","journal-title":"Quarterly J Economics"},{"issue":"3","key":"pone.0341736.ref079","doi-asserted-by":"crossref","first-page":"297","DOI":"10.1080\/10864415.2019.1619905","article-title":"Social Support, Source Credibility, Social Influence, and Impulsive Purchase Behavior in Social Commerce","volume":"23","author":"X Hu","year":"2019","journal-title":"International J Electronic Commerce"},{"key":"pone.0341736.ref080","doi-asserted-by":"crossref","first-page":"139213","DOI":"10.1016\/j.jclepro.2023.139213","article-title":"What drives purchase behavior for electric vehicles among millennials in an emerging market","volume":"428","author":"TT Le","year":"2023","journal-title":"J Cleaner Production"},{"key":"pone.0341736.ref081","doi-asserted-by":"crossref","first-page":"112167","DOI":"10.1016\/j.enpol.2021.112167","article-title":"Predicting determinants of consumers\u2019 purchase motivation for electric vehicles: An application of Maslow\u2019s hierarchy of needs model","volume":"151","author":"L Cui","year":"2021","journal-title":"Energy Policy"},{"issue":"1","key":"pone.0341736.ref082","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1177\/1071181322661002","article-title":"Anticipated emotions associated with trust in autonomous vehicles","volume":"66","author":"L Avetisian","year":"2022","journal-title":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting"},{"issue":"1","key":"pone.0341736.ref083","doi-asserted-by":"crossref","first-page":"104","DOI":"10.21511\/im.18(1).2022.09","article-title":"Insights on electric vehicle adoption: Does attitude play a mediating role?","volume":"18","author":"I Ali","year":"2022","journal-title":"Innovative Marketing"},{"issue":"8","key":"pone.0341736.ref084","article-title":"Exploring the O2O (online to offline) marketing design of electric vehicles based on consumers\u2019 emotions","volume":"4","author":"C-K Lin","year":"2022","journal-title":"SN Appl Sci"},{"issue":"2","key":"pone.0341736.ref085","doi-asserted-by":"crossref","first-page":"18","DOI":"10.54097\/fbem.v9i2.8991","article-title":"SEM-based Analysis of Factors Influencing the Purchase Intention of Electric Vehicle Consumers","volume":"9","author":"Y Yang","year":"2023","journal-title":"FBEM"},{"issue":"18","key":"pone.0341736.ref086","doi-asserted-by":"crossref","first-page":"22535","DOI":"10.1007\/s11356-020-08835-9","article-title":"Moving towards sustainable purchase behavior: examining the determinants of consumers\u2019 intentions to adopt electric vehicles","volume":"27","author":"G Xu","year":"2020","journal-title":"Environ Sci Pollut Res Int"},{"key":"pone.0341736.ref087","author":"D Gautam","year":"2023","journal-title":"Understanding consumer choices and attitudes towards electric vehicles in India: a study of purchasing behavior and policy implications. In 13th annual international conference on industrial engineering and operations management."},{"issue":"6","key":"pone.0341736.ref088","doi-asserted-by":"crossref","first-page":"8","DOI":"10.17010\/ijom\/2023\/v53\/i6\/172765","article-title":"Consumers\u2019 attitude toward electric vehicles in India\u00a0: mapping psychological antecedents and consequences","volume":"53","author":"P Singh","year":"2023","journal-title":"Indian J Marketing"},{"issue":"24","key":"pone.0341736.ref089","doi-asserted-by":"crossref","first-page":"16786","DOI":"10.3390\/su152416786","article-title":"Supporting environment sustainability: purchasing intentions relating to battery electric vehicles in Taiwan","volume":"15","author":"F-Y Pai","year":"2023","journal-title":"Sustainability"},{"issue":"4","key":"pone.0341736.ref090","doi-asserted-by":"crossref","first-page":"13","DOI":"10.21511\/im.16(4).2020.02","article-title":"An exploratory study on factors associated with consumers\u2019 post-purchase dissonance of electric vehicles","volume":"16","author":"H Khraim","year":"2020","journal-title":"Innovative Marketing"},{"key":"pone.0341736.ref091","doi-asserted-by":"crossref","first-page":"103049","DOI":"10.1016\/j.trd.2021.103049","article-title":"Relating consumers\u2019 information and willingness to buy electric vehicles: Does personality matter?","volume":"100","author":"M Irfan","year":"2021","journal-title":"Transportation Research Part D: Transport and Environment"},{"key":"pone.0341736.ref092","volume-title":"Predicting and changing behavior: The reasoned action approach","author":"M Fishbein","year":"2009","edition":"1"},{"issue":"2","key":"pone.0341736.ref093","doi-asserted-by":"crossref","first-page":"353","DOI":"10.1007\/s11116-015-9641-y","article-title":"The relative importance of price and driving range on electric vehicle adoption: Los Angeles case study","volume":"44","author":"A Adepetu","year":"2015","journal-title":"Transportation"},{"key":"pone.0341736.ref094","article-title":"Examining the causal factors of the electric vehicle adoption: a pathway to tackle climate change in resource-constrained environment","volume":"339","author":"H Sonar","year":"2023","journal-title":"Annals Of Operations Research"},{"key":"pone.0341736.ref095","doi-asserted-by":"crossref","first-page":"113724","DOI":"10.1016\/j.enpol.2023.113724","article-title":"Can gain motivation induce Indians to adopt electric vehicles? Application of an extended theory of Planned Behavior to map EV adoption intention","volume":"182","author":"C Deka","year":"2023","journal-title":"Energy Policy"},{"key":"pone.0341736.ref096","doi-asserted-by":"crossref","first-page":"236","DOI":"10.1016\/j.trf.2020.06.009","article-title":"Buying an electric car: A rational choice or a norm-directed behavior?","volume":"73","author":"S Bobeth","year":"2020","journal-title":"Transportation Research Part F: Traffic Psychology and Behaviour"},{"key":"pone.0341736.ref097","doi-asserted-by":"crossref","first-page":"105340","DOI":"10.1016\/j.eneco.2021.105340","article-title":"Willingness to pay and attitudinal preferences of Indian consumers for electric vehicles","volume":"100","author":"P Bansal","year":"2021","journal-title":"Energy Economics"},{"key":"pone.0341736.ref098","doi-asserted-by":"crossref","first-page":"104627","DOI":"10.1016\/j.scs.2023.104627","article-title":"Targeted electric vehicle procurement incentives facilitate efficient abatement cost outcomes","volume":"96","author":"L Woodley","year":"2023","journal-title":"Sustainable Cities and Society"},{"issue":"5","key":"pone.0341736.ref099","doi-asserted-by":"crossref","first-page":"4436","DOI":"10.3390\/su15054436","article-title":"If the government pays for full home-charger installation, would affordable-housing and middle-income residents buy electric vehicles?","volume":"15","author":"AC Lusk","year":"2023","journal-title":"Sustainability"},{"issue":"4","key":"pone.0341736.ref100","doi-asserted-by":"crossref","first-page":"045011","DOI":"10.1088\/1748-9326\/abe2d0","article-title":"Environmental and economic impact of electric vehicle adoption in the U.S","volume":"16","author":"Z Chen","year":"2021","journal-title":"Environ Res Lett"},{"key":"pone.0341736.ref101","doi-asserted-by":"crossref","first-page":"107333","DOI":"10.1016\/j.eneco.2024.107333","article-title":"Free-ridership in subsidies for company- and private electric vehicles","volume":"131","author":"LT Burra","year":"2024","journal-title":"Energy Economics"},{"key":"pone.0341736.ref102","doi-asserted-by":"crossref","first-page":"100072","DOI":"10.1016\/j.cresp.2022.100072","article-title":"Psychological and socio-demographic factors in the pre-decision stage for the purchase of e-cars","volume":"3","author":"FA Schroter","year":"2022","journal-title":"Current Research in Ecological and Social Psychology"},{"issue":"20","key":"pone.0341736.ref103","doi-asserted-by":"crossref","first-page":"25230","DOI":"10.1007\/s11356-020-08834-w","article-title":"How does experience impact the adoption willingness of battery electric vehicles? The role of psychological factors","volume":"27","author":"R Liu","year":"2020","journal-title":"Environ Sci Pollut Res Int"},{"key":"pone.0341736.ref104","doi-asserted-by":"crossref","first-page":"100008","DOI":"10.1016\/j.etran.2019.100008","article-title":"Simultaneous estimation of battery electric vehicle adoption with endogenous willingness to pay","volume":"1","author":"F Nazari","year":"2019","journal-title":"eTransportation"},{"issue":"9","key":"pone.0341736.ref105","doi-asserted-by":"crossref","first-page":"3078","DOI":"10.3390\/en15093078","article-title":"Determinants of electric cars purchase intention in Poland: personal attitudes v. economic arguments","volume":"15","author":"K Sobiech-Grabka","year":"2022","journal-title":"Energies"},{"issue":"11","key":"pone.0341736.ref106","doi-asserted-by":"crossref","first-page":"8548","DOI":"10.3390\/su15118548","article-title":"Consumer intention to buy electric cars: integrating uncertainty in the theory of planned behavior","volume":"15","author":"R Riverso","year":"2023","journal-title":"Sustainability"},{"key":"pone.0341736.ref107","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1016\/j.jtrangeo.2018.12.001","article-title":"Why is electric vehicle uptake low in Atlantic Canada? A comparison to leading adoption provinces","volume":"74","author":"E Abotalebi","year":"2019","journal-title":"Journal of Transport Geography"},{"key":"pone.0341736.ref108","first-page":"97","article-title":"An in-depth examination of electric vehicle incentives: Consumer heterogeneity and changing response over time","volume":"132","author":"A Jenn","year":"2020","journal-title":"Transportation Research Part A: Policy and Practice"},{"key":"pone.0341736.ref109","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1016\/j.enpol.2017.10.026","article-title":"Why people want to buy electric vehicle: An empirical study in first-tier cities of China","volume":"112","author":"B Lin","year":"2018","journal-title":"Energy Policy"},{"key":"pone.0341736.ref110","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1016\/j.enpol.2014.01.043","article-title":"The influence of financial incentives and other socio-economic factors on electric vehicle adoption","volume":"68","author":"W Sierzchula","year":"2014","journal-title":"Energy Policy"},{"key":"pone.0341736.ref111","doi-asserted-by":"crossref","first-page":"1100","DOI":"10.1016\/j.rser.2017.05.255","article-title":"The effectiveness of financial purchase incentives for battery electric vehicles \u2013 A review of the evidence","volume":"80","author":"S Hardman","year":"2017","journal-title":"Renewab Sustainable Energy Rev"},{"issue":"2","key":"pone.0341736.ref112","doi-asserted-by":"crossref","first-page":"450","DOI":"10.1002\/pam.22362","article-title":"The role of government in the market for electric vehicles: evidence from China","volume":"41","author":"S Li","year":"2021","journal-title":"J Policy Anal Manage"},{"issue":"9","key":"pone.0341736.ref113","doi-asserted-by":"crossref","first-page":"2296","DOI":"10.1016\/j.joule.2021.07.012","article-title":"The role of artificial intelligence in the mass adoption of electric vehicles","volume":"5","author":"M Ahmed","year":"2021","journal-title":"Joule"},{"key":"pone.0341736.ref114","first-page":"135","article-title":"Predicting Mobility as a Service (MaaS) use for different trip categories: An artificial neural network analysis","volume":"166","author":"SX Duan","year":"2022","journal-title":"Transportation Research Part A: Policy and Practice"},{"key":"pone.0341736.ref115","doi-asserted-by":"crossref","unstructured":"Akinci TC, Penchev M, Martinez-Morales AA, Todd M, Yilmaz M, Raju ASK. Integrating Artificial Neural Networks for Predictive Life Cycle Assessment of Electric Vehicles in Sustainable Transportation. In: 2024 Global Energy Conference (GEC). 2024. 379\u201387. https:\/\/doi.org\/10.1109\/gec61857.2024.10881787","DOI":"10.1109\/GEC61857.2024.10881787"},{"key":"pone.0341736.ref116","doi-asserted-by":"crossref","first-page":"147275","DOI":"10.1109\/ACCESS.2020.3014851","article-title":"Predicting the regional adoption of electric vehicle (EV) with comprehensive models","volume":"8","author":"J Jia","year":"2020","journal-title":"IEEE Access"},{"key":"pone.0341736.ref117","unstructured":"Kurkula S, Maksyshko N, Ocheretin D, Cheverda S. Nonlinear dynamics of electric vehicle sales in China: a fractal analysis. In M3E2-MLPEED. 2022;206\u201321."},{"issue":"1","key":"pone.0341736.ref118","doi-asserted-by":"crossref","first-page":"230765","DOI":"10.1155\/2014\/230765","article-title":"Impact of social network and business model on innovation diffusion of electric vehicles in China","volume":"2014","author":"DY Kong","year":"2014","journal-title":"Mathematical Problems in Engineering"},{"issue":"2","key":"pone.0341736.ref119","doi-asserted-by":"crossref","first-page":"73","DOI":"10.3390\/wevj12020073","article-title":"Agent-based modeling framework for electric vehicle adoption transition in Indonesia","volume":"12","author":"D Novizayanti","year":"2021","journal-title":"WEVJ"},{"issue":"12","key":"pone.0341736.ref120","doi-asserted-by":"crossref","first-page":"9242","DOI":"10.3390\/su15129242","article-title":"Building information modelling implementation model for sustainable building projects in developing countries: a PLS-SEM approach","volume":"15","author":"M Abdel-Tawab","year":"2023","journal-title":"Sustainability"},{"issue":"1","key":"pone.0341736.ref121","doi-asserted-by":"crossref","first-page":"2291004","DOI":"10.1080\/21665095.2023.2291004","article-title":"Exploratory analysis of the determinants of informality in emerging and frontier economies: an institutional approach via PLS-SEM","volume":"11","author":"RE Buitrago","year":"2024","journal-title":"Development Studies Res"},{"key":"pone.0341736.ref122","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.csda.2013.08.017","article-title":"Towards Bayesian experimental design for nonlinear models that require a large number of sampling times","volume":"70","author":"EG Ryan","year":"2014","journal-title":"Computational Statistics Data Analysis"},{"issue":"14","key":"pone.0341736.ref123","doi-asserted-by":"crossref","first-page":"8482","DOI":"10.3390\/su14148482","article-title":"Factors influencing battery electric vehicle adoption in Thailand\u2014expanding the unified theory of acceptance and use of technology\u2019s variables","volume":"14","author":"P Manutworakit","year":"2022","journal-title":"Sustainability"},{"issue":"49","key":"pone.0341736.ref124","first-page":"1","article-title":"Trained transformers learn linear models in-context","volume":"25","author":"R Zhang","year":"2024","journal-title":"J Machine Learning Res"},{"key":"pone.0341736.ref125","doi-asserted-by":"crossref","first-page":"369","DOI":"10.1007\/978-3-0348-8407-5_21","article-title":"An overview of nonlinear model predictive control applications","author":"SJ Qin","year":"2000","journal-title":"Nonlinear Model Predictive Control. Birkh\u00e4user Basel"},{"issue":"10","key":"pone.0341736.ref126","doi-asserted-by":"crossref","first-page":"5057","DOI":"10.1109\/TCYB.2020.3043361","article-title":"Efficient Nonlinear model predictive control for quadrotor trajectory tracking: algorithms and experiment","volume":"51","author":"D Wang","year":"2021","journal-title":"IEEE Trans Cybern"},{"key":"pone.0341736.ref127","doi-asserted-by":"crossref","first-page":"107230","DOI":"10.1016\/j.dib.2021.107230","article-title":"Dataset of Moroccan nursing students\u2019 intention to use and accept information and communication technologies and social media platforms for learning","volume":"37","author":"H Bahri","year":"2021","journal-title":"Data Brief"},{"key":"pone.0341736.ref128","doi-asserted-by":"crossref","first-page":"108521","DOI":"10.1016\/j.dib.2022.108521","article-title":"The determinants of willingness to continuously use financial technology among university students: Dataset from a private university in Indonesia","volume":"44","author":"USA Azizah","year":"2022","journal-title":"Data Brief"},{"key":"pone.0341736.ref129","doi-asserted-by":"crossref","first-page":"419","DOI":"10.1016\/j.ecolecon.2006.07.003","article-title":"Using contingent valuation to explore willingness to pay for renewable energy: a comparison of collective and voluntary payment vehicles","volume":"62","author":"RH Wiser","year":"2007","journal-title":"Ecological Econ"},{"issue":"2","key":"pone.0341736.ref130","first-page":"185","article-title":"Voluntary sampling design","volume":"4","author":"S Murairwa","year":"2015","journal-title":"Int J Advanced Res Manag Social Sci"},{"issue":"4","key":"pone.0341736.ref131","doi-asserted-by":"crossref","DOI":"10.15366\/reice2021.19.4.009","article-title":"Innovaci\u00f3n educativa con TIC en universidades latinoamericanas: estudio multi-pa\u00eds","volume":"19","author":"\u00c1 Deroncele-Acosta","year":"2021","journal-title":"REICE"},{"key":"pone.0341736.ref132","doi-asserted-by":"crossref","first-page":"3034","DOI":"10.1109\/LSP.2024.3484289","article-title":"Efficient training acceleration via sample-wise dynamic probabilistic pruning","volume":"31","author":"F Huang","year":"2024","journal-title":"IEEE Signal Process Lett"},{"key":"pone.0341736.ref133","author":"W Li","year":"2024"},{"issue":"10","key":"pone.0341736.ref134","first-page":"135","article-title":"Quantification and characterization of marginalized and isolated communities in Colombia, Ecuador, and Peru. RETOS","volume":"5","author":"SH Olarte","year":"2015","journal-title":"J Busin Administration Econ"},{"issue":"4","key":"pone.0341736.ref135","doi-asserted-by":"crossref","first-page":"479","DOI":"10.17268\/sciendo.2023.069","article-title":"The country brand in South America: systematic review","volume":"26","author":"K M\u00e9ndez","year":"2022","journal-title":"sciendo"},{"key":"pone.0341736.ref136","first-page":"47","article-title":"The robustness of PLS across disciplines","volume":"1","author":"J Risher","year":"2017","journal-title":"Acad Business J"},{"key":"pone.0341736.ref137","volume-title":"A primer on partial least squares structural equation modeling (PLS-SEM)","author":"JF Hair","year":"2017"},{"issue":"1","key":"pone.0341736.ref138","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1108\/JKM-05-2018-0322","article-title":"Tips to use partial least squares structural equation modelling (PLS-SEM) in knowledge management","volume":"23","author":"G Cepeda-Carrion","year":"2019","journal-title":"JKM"},{"issue":"1","key":"pone.0341736.ref139","doi-asserted-by":"crossref","DOI":"10.47263\/JASEM.5(1)06","article-title":"PLS-SEM statistical programs: a review","volume":"5","author":"MA Memon","year":"2021","journal-title":"JASEM"},{"issue":"1","key":"pone.0341736.ref140","first-page":"56","article-title":"Covariance based-structural equation modeling (CB-SEM) using AMOS in management research","volume":"21","author":"MM Mia","year":"2019","journal-title":"J Busin Manag"},{"issue":"5","key":"pone.0341736.ref141","first-page":"198","article-title":"A comparison of partial least square structural equation modeling (PLS-SEM) and covariance based structural equation modeling (CB-SEM) for confirmatory factor analysis","volume":"2","author":"WMABW Afthanorhan","year":"2013","journal-title":"Int J Engineering Sci Innovative Technol"},{"key":"pone.0341736.ref142","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1108\/978-1-80455-063-220231002","article-title":"Which SEM to use and what to report? a comparison of CB-SEM and PLS-SEM","volume-title":"Cutting edge research methods in hospitality and tourism","author":"A Usakli","year":"2023"},{"key":"pone.0341736.ref143","doi-asserted-by":"crossref","first-page":"637","DOI":"10.18187\/pjsor.v19i4.4146","article-title":"Schwarz\u2019s Bayesian information criteria: a model selection between Bayesian-SEM and partial least squares-SEM","author":"RR Marliana","year":"2023","journal-title":"Pak.j.stat.oper.res"},{"issue":"3","key":"pone.0341736.ref144","doi-asserted-by":"crossref","first-page":"100457","DOI":"10.1016\/j.jfbs.2021.100457","article-title":"Advancing family business research through modeling nonlinear relationships: Comparing PLS-SEM and multiple regression","volume":"13","author":"R Basco","year":"2022","journal-title":"J Family Business Strategy"},{"key":"pone.0341736.ref145","first-page":"295","article-title":"The partial least squares approach to structural equation modeling","volume-title":"Modern Methods Business Res","author":"WW Chin","year":"1998"},{"key":"pone.0341736.ref146","first-page":"9","article-title":"Reliability and validity assessment","volume-title":"Quantitative applications in the social sciences","author":"E Carmines","year":"1979"},{"key":"pone.0341736.ref147","volume-title":"Psychometric theory","author":"JC Nunnally","year":"1978"},{"issue":"1","key":"pone.0341736.ref148","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1177\/002224378101800104","article-title":"Evaluating structural equation models with unobservable variables and measurement error","volume":"18","author":"C Fornell","year":"1981","journal-title":"J Marketing Res"},{"key":"pone.0341736.ref149","author":"A Segovia","year":"2014"},{"key":"pone.0341736.ref150","volume-title":"Partial least squares structural equation modeling (PLS-SEM) using R: A workbook","author":"JJF Hair","year":"2021"},{"key":"pone.0341736.ref151","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4899-4541-9","volume-title":"An introduction to the bootstrap","author":"B Efron","year":"1993"},{"issue":"1","key":"pone.0341736.ref152","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1080\/10705519909540118","article-title":"Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives","volume":"6","author":"L Hu","year":"1999","journal-title":"Structural Equation Modeling: A Multidisciplinary J"},{"issue":"2","key":"pone.0341736.ref153","doi-asserted-by":"crossref","first-page":"297","DOI":"10.25300\/MISQ\/2015\/39.2.02","article-title":"Consistent partial least squares path modeling1","volume":"39","author":"TK Dijkstra","year":"2015","journal-title":"MIS Quarterly"},{"key":"pone.0341736.ref154","volume-title":"Principles and practice of structural equation modeling","author":"RB Kline","year":"2023"},{"issue":"3","key":"pone.0341736.ref155","doi-asserted-by":"crossref","first-page":"588","DOI":"10.1037\/0033-2909.88.3.588","article-title":"Significance tests and goodness of fit in the analysis of covariance structures","volume":"88","author":"PM Bentler","year":"1980","journal-title":"Psychological Bulletin"},{"issue":"1","key":"pone.0341736.ref156","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1108\/IMDS-09-2015-0382","article-title":"Using PLS path modeling in new technology research: updated guidelines","volume":"116","author":"J Henseler","year":"2016","journal-title":"Industrial Manag Data Systems"},{"issue":"2","key":"pone.0341736.ref157","doi-asserted-by":"crossref","first-page":"132","DOI":"10.1080\/08961530.2023.2215464","article-title":"The role of positive anticipated emotions in influencing purchase intentions of battery electric cars in emerging markets","volume":"36","author":"A Sharma","year":"2023","journal-title":"J Int Consumer Marketing"},{"issue":"3","key":"pone.0341736.ref158","doi-asserted-by":"crossref","first-page":"325","DOI":"10.1515\/jisys-2013-0069","article-title":"An emotion theory approach to artificial emotion systems for robots and intelligent systems: survey and classification","volume":"23","author":"ST Scheuring","year":"2014","journal-title":"J Intelligent Syst"},{"key":"pone.0341736.ref159","doi-asserted-by":"crossref","first-page":"100","DOI":"10.1016\/j.tranpol.2016.07.006","article-title":"Identifying and characterizing potential electric vehicle adopters in Canada: A two-stage modelling approach","volume":"52","author":"M Mohamed","year":"2016","journal-title":"Transport Policy"},{"issue":"5","key":"pone.0341736.ref160","doi-asserted-by":"crossref","first-page":"1637","DOI":"10.3390\/en15051637","article-title":"Customer perceived risk measurement with NLP method in electric vehicles consumption market: empirical study from China","volume":"15","author":"T Shu","year":"2022","journal-title":"Energies"},{"key":"pone.0341736.ref161","doi-asserted-by":"crossref","first-page":"135097","DOI":"10.1016\/j.jclepro.2022.135097","article-title":"Investigating policies on increasing the adoption of electric vehicles in Indonesia","volume":"380","author":"AD Setiawan","year":"2022","journal-title":"Journal of Cleaner Production"},{"key":"pone.0341736.ref162","article-title":"The consumer purchase intention toward hybrid electric car: A utilitarian-hedonic attitude approach","volume":"11","author":"AMA Zamil","year":"2023","journal-title":"Front Environ Sci"},{"key":"pone.0341736.ref163","doi-asserted-by":"crossref","first-page":"114389","DOI":"10.1016\/j.jbusres.2023.114389","article-title":"Consumer perceived risk of using autonomous retail technology","volume":"171","author":"S Sohn","year":"2024","journal-title":"J Business 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How Social Influence and Image Impact on the Intention to Use a Technology: A Study from the Battery Electric Vehicle Domain. In: 2022 13th International Conference on E-business, Management and Economics. 2022;142\u20136. https:\/\/doi.org\/10.1145\/3556089.3556123","DOI":"10.1145\/3556089.3556123"},{"key":"pone.0341736.ref179","first-page":"69","article-title":"Pleasure or profit? Surveying the purchasing intentions of potential electric vehicle adopters in China","volume":"124","author":"BK Sovacool","year":"2019","journal-title":"Transportation Research Part A: Policy and Practice"},{"key":"pone.0341736.ref180","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1016\/j.erss.2018.04.015","article-title":"What drives the Pioneers? Applying lifestyle theory to early electric vehicle buyers in Canada","volume":"44","author":"J Axsen","year":"2018","journal-title":"Energy Research & Social Science"},{"key":"pone.0341736.ref181","doi-asserted-by":"crossref","first-page":"101183","DOI":"10.1016\/j.rtbm.2024.101183","article-title":"Predicting electric vehicles adoption: A synthesis of perceived risk, benefit and the NORM activation model","volume":"56","author":"SY Choo","year":"2024","journal-title":"Research in Transportation Business Manag"},{"key":"pone.0341736.ref182","doi-asserted-by":"crossref","first-page":"250","DOI":"10.1016\/j.trd.2017.01.001","article-title":"Consumer purchase intentions for electric vehicles: Is green more important than price and range?","volume":"51","author":"K Degirmenci","year":"2017","journal-title":"Transportation Research Part D: Transport and Environment"},{"key":"pone.0341736.ref183","doi-asserted-by":"crossref","unstructured":"Muehlegger E, Rapson D. Subsidizing low- and middle-income adoption of electric vehicles: Quasi-experimental evidence from California. 2022;:1\u201339.","DOI":"10.1016\/j.jpubeco.2022.104752"},{"key":"pone.0341736.ref184","unstructured":"Ministry for the Environment W. Reducing barriers to electric vehicle uptake. Behavioural insights: Analysiss and review. 2018."},{"key":"pone.0341736.ref185","doi-asserted-by":"crossref","first-page":"121089","DOI":"10.1016\/j.techfore.2021.121089","article-title":"Consumer adoption intention for electric vehicles: Insights and evidence from Indian sustainable transportation","volume":"173","author":"D Jaiswal","year":"2021","journal-title":"Technological Forecasting and Social Change"},{"key":"pone.0341736.ref186","doi-asserted-by":"crossref","first-page":"102255","DOI":"10.1016\/j.jeem.2019.102255","article-title":"Providing the spark: impact of financial incentives on battery electric vehicle adoption","volume":"98","author":"BC Clinton","year":"2019","journal-title":"J Environ Economics Manag"},{"key":"pone.0341736.ref187","first-page":"259","article-title":"What make consumer sign up to PHEVs? Predicting Malaysian consumer behavior in adoption of PHEVs","volume":"113","author":"N Adnan","year":"2018","journal-title":"Transportation Research Part A: Policy and Practice"},{"issue":"1","key":"pone.0341736.ref188","doi-asserted-by":"crossref","DOI":"10.1080\/23311975.2022.2141671","article-title":"Examining customer purchase decision towards battery electric vehicles in Vietnam market: A combination of self-interested and pro-environmental approach","volume":"9","author":"TT Hoang","year":"2022","journal-title":"Cogent Business & Management"},{"key":"pone.0341736.ref189","doi-asserted-by":"crossref","first-page":"176","DOI":"10.1016\/j.jclepro.2017.03.186","article-title":"Examining drivers of sustainable consumption: The influence of norms and opinion leadership on electric vehicle adoption in Sweden","volume":"154","author":"J Jansson","year":"2017","journal-title":"Journal of Cleaner Production"},{"key":"pone.0341736.ref190","doi-asserted-by":"crossref","unstructured":"V TNNaNT. Factors affecting the students\u2019 usage intention towards electric transportation in Ho Chi Minh City, Vietnam. In: IOP Conference Series: Earth and Environmental Science. 2024;012006.","DOI":"10.1088\/1755-1315\/1403\/1\/012006"},{"key":"pone.0341736.ref191","doi-asserted-by":"crossref","first-page":"04045","DOI":"10.1051\/e3sconf\/202236304045","article-title":"Psychological reasons for university students\u2019 preference for environmental modes of transportation","volume":"363","author":"M Leontev","year":"2022","journal-title":"E3S Web Conf"},{"issue":"2","key":"pone.0341736.ref192","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1007\/s40974-024-00351-7","article-title":"Global drive toward net-zero emissions and sustainability via electric vehicles: an integrative critical review","volume":"10","author":"RR Timilsina","year":"2025","journal-title":"Energ Ecol Environ"},{"issue":"1","key":"pone.0341736.ref193","doi-asserted-by":"crossref","first-page":"012006","DOI":"10.1088\/1755-1315\/1403\/1\/012006","article-title":"Factors affecting the students\u2019 usage intention towards electric transportation in Ho Chi Minh City, Vietnam","volume":"1403","author":"TN Nho","year":"2024","journal-title":"IOP Conf Ser: Earth Environ Sci"},{"issue":"7","key":"pone.0341736.ref194","doi-asserted-by":"crossref","first-page":"46","DOI":"10.62872\/fgwmrc03","article-title":"The dynamics of an electric vehicle-based mobility sharing economy in densely populated cities","volume":"2","author":"A Hayati","year":"2025","journal-title":"Nomico"},{"key":"pone.0341736.ref195","doi-asserted-by":"crossref","DOI":"10.1596\/978-1-4648-1948-3","volume-title":"The economics of electric vehicles for passenger transportation","author":"C Briceno-Garmendia","year":"2023"},{"issue":"3","key":"pone.0341736.ref196","doi-asserted-by":"crossref","first-page":"277","DOI":"10.1080\/17437199.2013.876238","article-title":"A review and analysis of the use of \u201chabit\u201d in understanding, predicting and influencing health-related behaviour","volume":"9","author":"B Gardner","year":"2015","journal-title":"Health Psychol Rev"},{"issue":"4","key":"pone.0341736.ref197","doi-asserted-by":"crossref","first-page":"451","DOI":"10.1016\/S1071-5819(03)00111-3","article-title":"Predicting e-services adoption: a perceived risk facets perspective","volume":"59","author":"MS Featherman","year":"2003","journal-title":"Int J Human-Computer Studies"},{"issue":"1","key":"pone.0341736.ref198","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1016\/j.jtrangeo.2004.11.003","article-title":"Sustainable transportation and quality of life","volume":"13","author":"L Steg","year":"2005","journal-title":"J Transport Geography"},{"issue":"3","key":"pone.0341736.ref199","doi-asserted-by":"crossref","first-page":"1122","DOI":"10.1016\/j.cstp.2021.05.013","article-title":"Evaluating the factors influencing purchase intention of electric vehicles in households owning conventional vehicles","volume":"9","author":"VV Krishnan","year":"2021","journal-title":"Case Studies on Transport Policy"},{"issue":"1","key":"pone.0341736.ref200","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1080\/09640568.2021.1878018","article-title":"Understanding the role of emotions in consumer adoption of electric vehicles: the mediating effect of perceived value","volume":"65","author":"X He","year":"2021","journal-title":"J Environmental Plann Manag"},{"issue":"21","key":"pone.0341736.ref201","doi-asserted-by":"crossref","first-page":"11719","DOI":"10.3390\/su132111719","article-title":"Determining the factors that influence electric vehicle adoption: a stated preference survey study in Beijing, China","volume":"13","author":"Z Ling","year":"2021","journal-title":"Sustainability"},{"key":"pone.0341736.ref202","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1016\/j.trd.2016.03.011","article-title":"Effectiveness of incentives on electric vehicle adoption in Norway","volume":"46","author":"AC Mersky","year":"2016","journal-title":"Transportation Research Part D: Transport and Environment"}],"container-title":["PLOS One"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0341736","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,27]],"date-time":"2026-01-27T18:41:00Z","timestamp":1769539260000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0341736"}},"subtitle":[],"editor":[{"given":"Dhanamjayulu","family":"C","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"editor"}]}],"short-title":[],"issued":{"date-parts":[[2026,1,27]]},"references-count":202,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2026,1,27]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pone.0341736","relation":{},"ISSN":["1932-6203"],"issn-type":[{"value":"1932-6203","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,1,27]]}}}