{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,29]],"date-time":"2025-12-29T15:13:51Z","timestamp":1767021231916,"version":"3.48.0"},"reference-count":37,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2025,12,29]],"date-time":"2025-12-29T00:00:00Z","timestamp":1766966400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2025,12,29]],"date-time":"2025-12-29T00:00:00Z","timestamp":1766966400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Discov Artif Intell"],"DOI":"10.1007\/s44163-025-00654-6","type":"journal-article","created":{"date-parts":[[2025,12,29]],"date-time":"2025-12-29T15:10:41Z","timestamp":1767021041000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["The impact mechanism of digital economy platforms supported by blockchain and artificial intelligence on consumer green payment behavior"],"prefix":"10.1007","volume":"5","author":[{"given":"Huiling","family":"Chen","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hang","family":"Xu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,12,29]]},"reference":[{"key":"654_CR1","first-page":"122","volume":"2","author":"LD Williams","year":"2021","unstructured":"Williams LD. Concepts of digital economy and industry 4.0 in intelligent and information systems. Int J Intell Netw. 2021;2:122\u20139.","journal-title":"Int J Intell Netw"},{"issue":"1","key":"654_CR2","volume":"2022","author":"L Wang","year":"2022","unstructured":"Wang L, Zhao L. Digital economy meets artificial intelligence: forecasting economic conditions based on big data analytics. Mob Inf Syst. 2022;2022(1):7014874.","journal-title":"Mob Inf Syst"},{"key":"654_CR3","doi-asserted-by":"crossref","unstructured":"Ostrovska H, Tsikh H, Strutynska I, Kinash I, Petukhova O, Golovnya O, Shehynska N (2021) Building an effective model of intelligent entrepreneurship development in digital economy.","DOI":"10.15587\/1729-4061.2021.244916"},{"issue":"3","key":"654_CR4","first-page":"1","volume":"24","author":"A Alhalafi","year":"2024","unstructured":"Alhalafi A, Veeraraghavan P, Hanna D. Artificial intelligence (AI) and blockchain-based online payments in the global world. IJCSNS. 2024;24(3):1.","journal-title":"IJCSNS"},{"issue":"1","key":"654_CR5","doi-asserted-by":"publisher","first-page":"72","DOI":"10.31181\/jscda31202555","volume":"3","author":"M Entezami","year":"2025","unstructured":"Entezami M, Basirat S, Moghaddami B, Bazmandeh D, Charkhian D. Examining the importance of AI-based criteria in the development of the digital economy: a multi-criteria decision-making approach. J Soft Comput Decis Anal. 2025;3(1):72\u201395.","journal-title":"J Soft Comput Decis Anal"},{"issue":"3","key":"654_CR6","doi-asserted-by":"publisher","first-page":"48","DOI":"10.70023\/piqm24305","volume":"1","author":"A Almusawi","year":"2024","unstructured":"Almusawi A, Pugazhenthi S. Innovative resource distribution through multi-agent supply chain scheduling leveraging honey bee optimization techniques. PatternIQ Min. 2024;1(3):48\u201362. https:\/\/doi.org\/10.70023\/piqm24305.","journal-title":"PatternIQ Min."},{"key":"654_CR7","doi-asserted-by":"publisher","first-page":"3","DOI":"10.28924\/2291-8639-23-2025-3","volume":"23","author":"N Van Nguyen","year":"2025","unstructured":"Van Nguyen N, Dang TLP, Phuong NT. Behavioral intentions in cashless: the role of green finance perception in the Vietnamese market. Int J Anal Appl. 2025;23:3\u20133.","journal-title":"Int J Anal Appl"},{"key":"654_CR8","doi-asserted-by":"publisher","DOI":"10.3389\/fenvs.2022.881293","volume":"10","author":"J An","year":"2022","unstructured":"An J, Di H, Yao M, Jin S. The role of payment technology innovation in environmental sustainability: mediation effect from consumers\u2019 awareness to practice. Front Environ Sci. 2022;10:881293.","journal-title":"Front Environ Sci"},{"issue":"24","key":"654_CR9","doi-asserted-by":"publisher","DOI":"10.3390\/su142416541","volume":"14","author":"E Hopal\u0131","year":"2022","unstructured":"Hopal\u0131 E, Vayvay \u00d6, Kalender ZT, Turhan D, Aysuna C. How do mobile wallets improve sustainability in payment services? A comprehensive literature review. Sustainability. 2022;14(24):16541.","journal-title":"Sustainability"},{"issue":"13","key":"654_CR10","doi-asserted-by":"publisher","first-page":"7775","DOI":"10.3390\/su14137775","volume":"14","author":"TL Liu","year":"2022","unstructured":"Liu TL, Lin TT, Hsu SY. Continuance usage intention toward e-payment during the COVID-19 pandemic from the financial sustainable development perspective using perceived usefulness and electronic word of mouth as mediators. Sustainability. 2022;14(13):7775.","journal-title":"Sustainability"},{"issue":"12","key":"654_CR11","doi-asserted-by":"publisher","first-page":"7150","DOI":"10.3390\/su14127150","volume":"14","author":"Y Zhong","year":"2022","unstructured":"Zhong Y, Moon HC. Investigating customer behavior of using contactless payment in China: a comparative study of facial recognition payment and mobile QR-code payment. Sustainability. 2022;14(12):7150.","journal-title":"Sustainability"},{"issue":"24","key":"654_CR12","doi-asserted-by":"publisher","first-page":"16739","DOI":"10.3390\/su152416739","volume":"15","author":"HJ Niu","year":"2023","unstructured":"Niu HJ, Hung FHS, Lee PC, Ni Y, Chen Y. Eco-friendly transactions: exploring mobile payment adoption as a sustainable consumer choice in Taiwan and the Philippines. Sustainability. 2023;15(24):16739.","journal-title":"Sustainability"},{"issue":"2","key":"654_CR13","first-page":"1","volume":"9","author":"FAA Ramli","year":"2021","unstructured":"Ramli FAA. Mobile payment and e-wallet adoption in emerging economies: a systematic literature review. J Emerg Econ Islamic Res. 2021;9(2):1\u201339.","journal-title":"J Emerg Econ Islamic Res"},{"key":"654_CR14","doi-asserted-by":"publisher","first-page":"1315812","DOI":"10.3389\/fenvs.2024.1315812","volume":"12","author":"T Cai","year":"2024","unstructured":"Cai T, Hong Z. Exploring the structure of the digital economy through blockchain technology and mitigating adverse environmental effects with the aid of artificial neural networks. Front Environ Sci. 2024;12:1315812.","journal-title":"Front Environ Sci"},{"issue":"4","key":"654_CR15","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0301051","volume":"19","author":"Y Liu","year":"2024","unstructured":"Liu Y, Yang Y, Zhang X, Yang Y. The impact of technological innovation on the green digital economy and development strategies. PLoS ONE. 2024;19(4):e0301051.","journal-title":"PLoS ONE"},{"issue":"1","key":"654_CR16","doi-asserted-by":"publisher","DOI":"10.21511\/im.19(1).2023.19","volume":"19","author":"J Yuan","year":"2023","unstructured":"Yuan J, Jiang S, Cruz BMJD. Toward the digital economy: mobile payment affecting sustainable consumption behavior. Innov Mark. 2023;19(1):220.","journal-title":"Innov Mark"},{"issue":"14","key":"654_CR17","doi-asserted-by":"publisher","first-page":"8819","DOI":"10.3390\/ijerph19148819","volume":"19","author":"R Zhou","year":"2022","unstructured":"Zhou R. Sustainable economic development, digital payment, and consumer demand: evidence from China. Int J Environ Res Public Health. 2022;19(14):8819.","journal-title":"Int J Environ Res Public Health"},{"issue":"1","key":"654_CR18","doi-asserted-by":"publisher","first-page":"3912","DOI":"10.1038\/s41598-024-53760-3","volume":"14","author":"Z Hong","year":"2024","unstructured":"Hong Z, Xiao K. Digital economy structuring for sustainable development: the role of blockchain and artificial intelligence in improving supply chain and reducing negative environmental impacts. Sci Rep. 2024;14(1):3912.","journal-title":"Sci Rep"},{"issue":"1","key":"654_CR19","doi-asserted-by":"publisher","first-page":"17","DOI":"10.57178\/paradoks.v8i1.1017","volume":"8","author":"DP Ar","year":"2025","unstructured":"Ar DP, Lutfi A, Akbar M, Layli N, Salam KN. Changes in consumer behavior through e-payment in the implementation of green economy. Paradoks: Jurnal Ilmu Ekonomi. 2025;8(1):17\u201332.","journal-title":"Paradoks: Jurnal Ilmu Ekonomi"},{"issue":"1","key":"654_CR20","doi-asserted-by":"publisher","first-page":"1008","DOI":"10.52783\/pst.358","volume":"48","author":"P Boozary","year":"2024","unstructured":"Boozary P, Hosseini I, Pourmirza M, GhorbanTanhaei H, Sheykhan S. The impact of marketing automation on consumer buying behavior in the digital space via artificial intelligence. Power Syst Technol. 2024;48(1):1008\u201321.","journal-title":"Power Syst Technol"},{"key":"654_CR21","unstructured":"Olan F, Suklan J, Arakpogun EO, Robson A (2021) Advancing consumer behavior: the role of artificial intelligence technologies and knowledge sharing. IEEE Trans Eng Manag."},{"issue":"2","key":"654_CR22","doi-asserted-by":"publisher","first-page":"252","DOI":"10.1108\/JPBM-05-2020-2907","volume":"31","author":"Y Cheng","year":"2022","unstructured":"Cheng Y, Jiang H. Customer\u2013brand relationship in the era of artificial intelligence: understanding the role of chatbot marketing efforts. J Prod Brand Manag. 2022;31(2):252\u201364.","journal-title":"J Prod Brand Manag"},{"issue":"11","key":"654_CR23","doi-asserted-by":"publisher","first-page":"1512","DOI":"10.1108\/IJRDM-08-2020-0312","volume":"49","author":"JS Chen","year":"2021","unstructured":"Chen JS, Le TTY, Florence D. Usability and responsiveness of artificial intelligence chatbot on online customer experience in e-retailing. Int J Retail Distrib Manag. 2021;49(11):1512\u201331.","journal-title":"Int J Retail Distrib Manag"},{"issue":"6","key":"654_CR24","doi-asserted-by":"publisher","first-page":"3801","DOI":"10.1002\/bse.3338","volume":"32","author":"A Nygaard","year":"2023","unstructured":"Nygaard A, Silkoset R. Sustainable development and greenwashing: how blockchain technology information can empower green consumers. Bus Strat Environ. 2023;32(6):3801\u201313.","journal-title":"Bus Strat Environ"},{"issue":"6","key":"654_CR25","doi-asserted-by":"publisher","first-page":"3326","DOI":"10.1002\/bse.3302","volume":"32","author":"Y Long","year":"2023","unstructured":"Long Y, Feng T, Fan Y, Liu L. Adopting blockchain technology to enhance green supply chain integration: the moderating role of organizational culture. Bus Strateg Environ. 2023;32(6):3326\u201343.","journal-title":"Bus Strateg Environ"},{"key":"654_CR26","doi-asserted-by":"crossref","unstructured":"Paleti S, Pamisetty V, Challa K, Burugulla JKR, Dodda A. innovative intelligence solutions for secure financial management: optimizing regulatory compliance, transaction security, and digital payment frameworks through advanced computational models (2024).","DOI":"10.2139\/ssrn.5204870"},{"issue":"21","key":"654_CR27","doi-asserted-by":"publisher","first-page":"9217","DOI":"10.3390\/su16219217","volume":"16","author":"C Wang","year":"2024","unstructured":"Wang C, Liu T, Du D, Zhu Y, Zheng Z, Li H. Impact of the digital economy on the green economy: evidence from China. Sustainability. 2024;16(21):9217.","journal-title":"Sustainability"},{"issue":"1","key":"654_CR28","doi-asserted-by":"publisher","first-page":"160","DOI":"10.1002\/csr.2948","volume":"32","author":"R Cerchione","year":"2025","unstructured":"Cerchione R. Design and evaluation of a blockchain-based system for increasing customer engagement in circular economy. Corp Soc Responsib Environ Manag. 2025;32(1):160\u201375.","journal-title":"Corp Soc Responsib Environ Manag"},{"issue":"1","key":"654_CR29","doi-asserted-by":"publisher","first-page":"14984","DOI":"10.1038\/s41598-023-42309-5","volume":"13","author":"Q He","year":"2023","unstructured":"He Q, Xue Y. Research on the influence of digital finance on the economic efficiency of energy industry in the background of artificial intelligence. Sci Rep. 2023;13(1):14984.","journal-title":"Sci Rep"},{"key":"654_CR30","unstructured":"Stenstr\u00f6m H, Rafles A. Recommender systems for E-commerce platforms: towards a more sustainable consumption (2025)."},{"issue":"17s","key":"654_CR31","first-page":"2025","volume":"11","author":"MA Ahad","year":"2025","unstructured":"Ahad MA, Mohaimin MR, Rabbi MNS, Abed J, Shatyi SS, Sadnan GA, et al. AI-based product clustering For E-commerce platforms: enhancing navigation and user personalization. Int J Environ Sci. 2025;11(17s):2025.","journal-title":"Int J Environ Sci"},{"issue":"1","key":"654_CR32","doi-asserted-by":"publisher","first-page":"1787273","DOI":"10.1155\/hbe2\/1787273","volume":"2025","author":"TT Dao","year":"2025","unstructured":"Dao TT, Phan TTH, Ngo TVN, Duong CD, Vu TN. Applying the theory of planned behavior to explore the role of blockchain technology in consumers\u2019 sustainable consumption: a multigroup analysis of gender. Hum Behav Emerg Technol. 2025;2025(1):1787273.","journal-title":"Hum Behav Emerg Technol"},{"issue":"1","key":"654_CR33","first-page":"733","volume":"4","author":"A Ilyas","year":"2025","unstructured":"Ilyas A, Rahman AV, Hartati B. Gamification in marketing: leveraging interactive experiences for higher consumer engagement. Int J Econ Manag Res. 2025;4(1):733\u201340.","journal-title":"Int J Econ Manag Res"},{"key":"654_CR34","doi-asserted-by":"publisher","unstructured":"Saleem F, Rashid WEW, Rashid WEW. Dataset on green consumption behaviour amongst Malaysian consumers. Mendeley Data. 2020. https:\/\/doi.org\/10.17632\/r5tfv3pp8k.","DOI":"10.17632\/r5tfv3pp8k"},{"key":"654_CR35","doi-asserted-by":"crossref","unstructured":"Duc DTV, Mai LTV, Dang T-Q, Le T-T, Nguyen L-T. Unlocking impulsive buying behavior in the metaverse commerce: a combined analysis using PLS-SEM and ANN. Global Knowl Memory Commun. (2024).","DOI":"10.1108\/GKMC-05-2024-0266"},{"issue":"1","key":"654_CR36","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1177\/002224378101800104","volume":"18","author":"C Fornell","year":"1981","unstructured":"Fornell C, Larcker DF. Evaluating structural equation models with unobservable variables and measurement error. J Mark Res. 1981;18(1):39\u201350.","journal-title":"J Mark Res"},{"issue":"5","key":"654_CR37","doi-asserted-by":"publisher","first-page":"879","DOI":"10.1037\/0021-9010.88.5.879","volume":"88","author":"PM Podsakoff","year":"2003","unstructured":"Podsakoff PM, MacKenzie SB, Lee JY, Podsakoff NP. Common method biases in behavioral research: a critical review of the literature and recommended remedies. J Appl Psychol. 2003;88(5):879\u2013903.","journal-title":"J Appl Psychol"}],"container-title":["Discover Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44163-025-00654-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s44163-025-00654-6","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44163-025-00654-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,29]],"date-time":"2025-12-29T15:10:43Z","timestamp":1767021043000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s44163-025-00654-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,29]]},"references-count":37,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025,12]]}},"alternative-id":["654"],"URL":"https:\/\/doi.org\/10.1007\/s44163-025-00654-6","relation":{},"ISSN":["2731-0809"],"issn-type":[{"value":"2731-0809","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,12,29]]},"assertion":[{"value":"11 July 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 November 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"29 December 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"No applicable.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval and consent to participate"}},{"value":"No applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}},{"value":"The authors declare no competing interests.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"401"}}