{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,6]],"date-time":"2026-05-06T16:30:49Z","timestamp":1778085049943,"version":"3.51.4"},"reference-count":55,"publisher":"Springer Science and Business Media LLC","issue":"20","license":[{"start":{"date-parts":[[2022,5,30]],"date-time":"2022-05-30T00:00:00Z","timestamp":1653868800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,5,30]],"date-time":"2022-05-30T00:00:00Z","timestamp":1653868800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Soft Comput"],"published-print":{"date-parts":[[2022,10]]},"DOI":"10.1007\/s00500-022-07209-2","type":"journal-article","created":{"date-parts":[[2022,5,30]],"date-time":"2022-05-30T10:04:24Z","timestamp":1653905064000},"page":"10927-10937","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":35,"title":["AI-based production and application of English multimode online reading using multi-criteria decision support system"],"prefix":"10.1007","volume":"26","author":[{"given":"Yifan","family":"Dong","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7081-4910","authenticated-orcid":false,"given":"Xinyu","family":"Yu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abdullah","family":"Alharbi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sultan","family":"Ahmad","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,5,30]]},"reference":[{"key":"7209_CR1","doi-asserted-by":"crossref","unstructured":"Alfarsi G et al (2021) General view about an artificial intelligence technology in education domain. In: Proceedings of the international conference on culture heritage, education, sustainable tourism, and innovation technologies","DOI":"10.5220\/0010304501200127"},{"issue":"1","key":"7209_CR2","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1515\/jaiscr-2017-0004","volume":"7","author":"K Almohammadi","year":"2017","unstructured":"Almohammadi K, Hagras H, Alghazzawi D, Aldabbagh G (2017) A survey of artificial intelligence techniques employed for adaptive educational systems within e-learning platforms. J Artif Intell Soft Comput Res 7(1):47\u201364","journal-title":"J Artif Intell Soft Comput Res"},{"key":"7209_CR3","doi-asserted-by":"crossref","unstructured":"Alonso JM, Casalino G (2019) Explainable artificial intelligence for human-centric data analysis in virtual learning environments. In International workshop on higher education learning methodologies and technologies online, pp. 125\u2013138 Springer","DOI":"10.1007\/978-3-030-31284-8_10"},{"key":"7209_CR4","doi-asserted-by":"crossref","unstructured":"An K (2021) A Brief Analysis of the Application of English Language in British and American Literature Based on Artificial Intelligence. In: Journal of Physics: Conference Series, vol 1915, no 2, p 022060: IOP Publishing","DOI":"10.1088\/1742-6596\/1915\/2\/022114"},{"issue":"3","key":"7209_CR5","doi-asserted-by":"publisher","first-page":"3381","DOI":"10.3233\/JIFS-179141","volume":"37","author":"Y Bin","year":"2019","unstructured":"Bin Y, Mandal D (2019) English teaching practice based on artificial intelligence technology. J Intell Fuzzy Syst 37(3):3381\u20133391","journal-title":"J Intell Fuzzy Syst"},{"key":"7209_CR6","unstructured":"Bisht S, Sharma A (2021) Changing the course of education through artificial intelligence in India. Int Res J Modern Eng Technol Sci vol. 03, no. 04"},{"key":"7209_CR7","unstructured":"Boichenko A, Boichenko OJAISJ (2020) Online education empowerment with artificial intelligence tools. Artif Intell Sci J 25(2)"},{"key":"7209_CR8","doi-asserted-by":"crossref","unstructured":"Cai X (2020) Practice of Hybrid Teaching Mode of English Writing Based on Artificial Intelligence. In Journal of Physics: Conference Series, vol 1648, no. 4, p. 042062: IOP Publishing","DOI":"10.1088\/1742-6596\/1648\/4\/042062"},{"issue":"2","key":"7209_CR9","doi-asserted-by":"publisher","first-page":"155","DOI":"10.1080\/09588221.2010.536952","volume":"24","author":"C-K Chang","year":"2011","unstructured":"Chang C-K, Hsu C-K (2011) A mobile-assisted synchronously collaborative translation\u2013annotation system for English as a foreign language (EFL) reading comprehension. Comput Assist Lang Learn 24(2):155\u2013180","journal-title":"Comput Assist Lang Learn"},{"issue":"2","key":"7209_CR10","first-page":"13","volume":"13","author":"C-W Chang","year":"2010","unstructured":"Chang C-W, Lee J-H, Chao P-Y, Wang C-Y, Chen G-D (2010) Exploring the possibility of using humanoid robots as instructional tools for teaching a second language in primary school. Educ Technol Soc 13(2):13\u201324","journal-title":"Educ Technol Soc"},{"key":"7209_CR11","doi-asserted-by":"crossref","unstructured":"Ciolacu M, Tehrani AF, Binder L, Svasta PM (2018) Education 4.0-Artificial Intelligence assisted higher education: early recognition system with machine learning to support students' success. In: 2018 IEEE 24th International Symposium for Design and Technology in Electronic Packaging (SIITME), pp 23\u201330: IEEE","DOI":"10.1109\/SIITME.2018.8599203"},{"issue":"5","key":"7209_CR12","doi-asserted-by":"publisher","first-page":"1485","DOI":"10.1111\/bjet.12959","volume":"51","author":"L Crescenzi-Lanna","year":"2020","unstructured":"Crescenzi-Lanna L (2020) Multimodal learning analytics research with young children: a systematic review. Br J Edu Technol 51(5):1485\u20131504","journal-title":"Br J Edu Technol"},{"key":"7209_CR13","unstructured":"Cuiye Y (2016) The construction of English teachers' classroom teaching ability system based on artificial intelligence. Revista Ib\u00e9rica de Sistemas e Tecnologias de Informa\u00e7\u00e3o, no. 18B, p 94"},{"key":"7209_CR14","doi-asserted-by":"crossref","unstructured":"Deng C (2021) Construction of Foreign Language Curriculum System in Engineering majors in the Age of Artificial Intelligence. In: Journal of Physics: Conference Series, 1757(1):012019","DOI":"10.1088\/1742-6596\/1757\/1\/012019"},{"issue":"S4","key":"7209_CR15","doi-asserted-by":"publisher","first-page":"118","DOI":"10.14733\/cadaps.2021.S4.118-129","volume":"18","author":"C He","year":"2021","unstructured":"He C, Sun B (2021) Application of artificial intelligence technology in computer aided art teaching. Comput-Aided Des Appl 18(S4):118\u2013129","journal-title":"Comput-Aided Des Appl"},{"issue":"8","key":"7209_CR16","first-page":"37","volume":"17","author":"N-Y Kim","year":"2019","unstructured":"Kim N-Y (2019) A study on the use of artificial intelligence chatbots for improving English grammar skills. J Digit Conver 17(8):37\u201346","journal-title":"J Digit Conver"},{"issue":"20","key":"7209_CR17","doi-asserted-by":"publisher","first-page":"1902","DOI":"10.1080\/10447318.2020.1801227","volume":"36","author":"J Kim","year":"2020","unstructured":"Kim J, Merrill K, Xu K, Sellnow DD (2020) My teacher is a machine: Understanding students\u2019 perceptions of AI teaching assistants in online education. Int J Hum-Comput Interact 36(20):1902\u20131911","journal-title":"Int J Hum-Comput Interact"},{"issue":"3","key":"7209_CR18","doi-asserted-by":"publisher","first-page":"298","DOI":"10.1080\/17439884.2020.1754236","volume":"45","author":"J Knox","year":"2020","unstructured":"Knox J (2020) Artificial intelligence and education in China. Learn Media Technol 45(3):298\u2013311","journal-title":"Learn Media Technol"},{"key":"7209_CR19","doi-asserted-by":"crossref","unstructured":"Kose U (2015) On the intersection of artificial intelligence and distance education. In: Artificial intelligence applications in distance education: IGI Global, 2015, pp 1\u201311","DOI":"10.4018\/978-1-4666-6276-6.ch001"},{"key":"7209_CR20","doi-asserted-by":"crossref","unstructured":"Kulkarni AH, Kirange D (2019) Artificial intelligence: a survey on lip-reading techniques. In: 2019 10th International Conference on Computing, Communication and Networking Technologies (ICCCNT), 2019, pp. 1\u20135: IEEE","DOI":"10.1109\/ICCCNT45670.2019.8944628"},{"issue":"01","key":"7209_CR21","doi-asserted-by":"crossref","first-page":"1","DOI":"10.32604\/jai.2019.06064","volume":"1","author":"NSJJOAI Kumar","year":"2019","unstructured":"Kumar NSJJOAI (2019) Implementation of artificial intelligence in imparting education and evaluating student performance. J Artif Intell 1(01):1\u20139","journal-title":"J Artif Intell"},{"key":"7209_CR22","doi-asserted-by":"crossref","unstructured":"Li S, Yan M, Zhang X, Li Z (2020) Analysis on the Application of AI Technology in Online Education Under the Public Epidemic Crisis. In: International Conference on Innovative Technologies and Learning, pp 296\u2013305: Springer","DOI":"10.1007\/978-3-030-63885-6_34"},{"key":"7209_CR23","doi-asserted-by":"crossref","unstructured":"Liu A, Kong D (2021) Research on the Teaching Mode of College English Based on Artificial Intelligence. In Journal of Physics: Conference Series, 2021, vol. 1848, no. 1, p. 012117: IOP Publishing","DOI":"10.1088\/1742-6596\/1848\/1\/012117"},{"key":"7209_CR47","doi-asserted-by":"crossref","unstructured":"Lu YJJOMA (2019) Artificial intelligence: a survey on evolution, models, applications and future trends. J Manag Anal 6(1):1\u201329","DOI":"10.1080\/23270012.2019.1570365"},{"key":"7209_CR24","unstructured":"Lulu L, Ting L, Dongliang W (2021) Integrated Forestry English Education Network Platform Based on Artificial Intelligence. Forest Chemicals Review, pp 204\u2013215"},{"issue":"3","key":"7209_CR25","doi-asserted-by":"publisher","first-page":"77","DOI":"10.5539\/elt.v13n3p77","volume":"13","author":"C Meng-yue","year":"2020","unstructured":"Meng-yue C, Dan L, Jun W (2020) A study of college English culture intelligence-aided teaching system and teaching pattern. Engl Lang Teach 13(3):77\u201383","journal-title":"Engl Lang Teach"},{"key":"7209_CR27","first-page":"1","volume":"2021","author":"KG Nalbant","year":"2021","unstructured":"Nalbant KG (2021) The Importance of Artificial Intelligence in Education: A short review. J Rev Sci Eng 2021:1\u201315","journal-title":"J Rev Sci Eng"},{"key":"7209_CR28","doi-asserted-by":"publisher","first-page":"103924","DOI":"10.1016\/j.compedu.2020.103924","volume":"155","author":"I Papadopoulos","year":"2020","unstructured":"Papadopoulos I, Lazzarino R, Miah S, Weaver T, Thomas B, Koulouglioti C (2020) A systematic review of the literature regarding socially assistive robots in pre-tertiary education. Comput Educ 155:103924","journal-title":"Comput Educ"},{"issue":"3","key":"7209_CR29","doi-asserted-by":"publisher","first-page":"2156","DOI":"10.1016\/j.compedu.2011.05.014","volume":"57","author":"H-R Park","year":"2011","unstructured":"Park H-R, Kim D (2011) Reading-strategy use by English as a second language learners in online reading tasks. Comput Educ 57(3):2156\u20132166","journal-title":"Comput Educ"},{"issue":"1","key":"7209_CR30","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1080\/713827053","volume":"17","author":"S Payr","year":"2003","unstructured":"Payr S (2003) The virtual university\u2019s faculty: an overview of educational agents. Appl Artif Intell 17(1):1\u201319","journal-title":"Appl Artif Intell"},{"key":"7209_CR31","doi-asserted-by":"crossref","unstructured":"Peng L (2021) An effective analysis of online education model based on artificial intelligence. J Intell Fuzzy Syst pp 1\u201312","DOI":"10.3233\/JIFS-189390"},{"issue":"1","key":"7209_CR32","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s41039-017-0062-8","volume":"12","author":"SA Popenici","year":"2017","unstructured":"Popenici SA, Kerr S (2017) Exploring the impact of artificial intelligence on teaching and learning in higher education. Res Pract Technol Enhanc Learn 12(1):1\u201313","journal-title":"Res Pract Technol Enhanc Learn"},{"key":"7209_CR33","doi-asserted-by":"crossref","unstructured":"Qianjing M, Lin TJJOI, F. Systems (2021) An artificial intelligence based construction and application of english multimodal online reading mode. J Intell Fuzzy Syst 40:1\u201310","DOI":"10.3233\/JIFS-189406"},{"issue":"5","key":"7209_CR34","doi-asserted-by":"publisher","first-page":"1693","DOI":"10.1111\/bjet.12994","volume":"51","author":"F Qin","year":"2020","unstructured":"Qin F, Li K, Yan J (2020) Understanding user trust in artificial intelligence-based educational systems: Evidence from China. Br J Edu Technol 51(5):1693\u20131710","journal-title":"Br J Edu Technol"},{"key":"7209_CR35","doi-asserted-by":"crossref","unstructured":"Reaves J (2021) 21st-century skills and the fourth Industrial Revolution: A critical future role for online education. Int J Innovat Online Educ vol. 3, no. 1","DOI":"10.1615\/IntJInnovOnlineEdu.2019029705"},{"issue":"1","key":"7209_CR36","doi-asserted-by":"publisher","first-page":"331","DOI":"10.1007\/s00146-020-01033-8","volume":"36","author":"D Schiff","year":"2021","unstructured":"Schiff D (2021) Out of the laboratory and into the classroom: the future of artificial intelligence in education. AI Soc 36(1):331\u2013348","journal-title":"AI Soc"},{"key":"7209_CR37","unstructured":"Sidana M (2019) A review of the use of artificial intelligence in the field of education. Int J Artif Intell Mach Learn"},{"issue":"2\u20133","key":"7209_CR38","doi-asserted-by":"publisher","first-page":"300","DOI":"10.1016\/j.artint.2007.06.005","volume":"172","author":"S Srihari","year":"2008","unstructured":"Srihari S, Collins J, Srihari R, Srinivasan H, Shetty S, Brutt-Griffler J (2008) Automatic scoring of short handwritten essays in reading comprehension tests. Artif Intell 172(2\u20133):300\u2013324","journal-title":"Artif Intell"},{"key":"7209_CR39","doi-asserted-by":"crossref","unstructured":"Sun Z, Anbarasan M, Praveen Kumar D (2021) Design of online intelligent English teaching platform based on artificial intelligence techniques. Comput Intell 37(3):1166\u20131180","DOI":"10.1111\/coin.12351"},{"key":"7209_CR40","doi-asserted-by":"crossref","unstructured":"Tafazoli D, G\u00f3mez Parra MEJC, f. d. i. a. intelligence (2017) Robot-assisted language learning: Artificial intelligence in second language acquisition. Curr Fut Dev Artif Intell 1:370","DOI":"10.2174\/9781681085029117010015"},{"issue":"6","key":"7209_CR41","doi-asserted-by":"publisher","first-page":"4883","DOI":"10.1007\/s10639-020-10199-z","volume":"25","author":"\u00d6G Ulum","year":"2020","unstructured":"Ulum \u00d6G (2020) A critical deconstruction of computer-based test application in Turkish State University. Educ Inf Technol 25(6):4883\u20134896","journal-title":"Educ Inf Technol"},{"issue":"15","key":"7209_CR42","doi-asserted-by":"publisher","first-page":"5371","DOI":"10.3390\/app10155371","volume":"10","author":"W Villegas-Ch","year":"2020","unstructured":"Villegas-Ch W, Rom\u00e1n-Ca\u00f1izares M, Palacios-Pacheco X (2020) Improvement of an online education model with the integration of machine learning and data analysis in an LMS. Appl Sci 10(15):5371","journal-title":"Appl Sci"},{"key":"7209_CR43","doi-asserted-by":"crossref","unstructured":"Villegas-Ch W, Palacios-Pacheco X (2020) Integration of Artificial Intelligence as a Tool for an Online Education Model. In:International Conference on Innovation and Research, pp 94\u2013105","DOI":"10.1007\/978-3-030-60467-7_8"},{"key":"7209_CR44","doi-asserted-by":"crossref","unstructured":"Wang H (2016) Research on Intelligent Standardized English Test Systems with Artificial Intelligence. In: First International Conference on Real Time Intelligent Systems, 2016, pp. 33\u201340: Springer.","DOI":"10.1007\/978-3-319-60744-3_4"},{"key":"7209_CR45","unstructured":"Wanwu H (2015) Construction of English Learning Assistant Platform Based on Artificial Intelligence. Revista Ib\u00e9rica de Sistemas e Tecnologias de Informa\u00e7\u00e3o, no. 16B, p 260"},{"issue":"2","key":"7209_CR46","doi-asserted-by":"publisher","first-page":"209","DOI":"10.14324\/LRE.18.2.05","volume":"18","author":"B Williamson","year":"2020","unstructured":"Williamson B (2020) New digital laboratories of experimental knowledge production: artificial intelligence and education research. Lond Rev Educ 18(2):209\u2013220","journal-title":"Lond Rev Educ"},{"key":"7209_CR48","doi-asserted-by":"crossref","unstructured":"Yanhua Z (2020) The application of artificial intelligence in foreign language teaching. In: 2020 International Conference on Artificial Intelligence and Education (ICAIE), 2020, pp 40\u201342: IEEE","DOI":"10.1109\/ICAIE50891.2020.00017"},{"key":"7209_CR26","doi-asserted-by":"crossref","unstructured":"Yin NJFIER (2021) Research on the Impacts of Artificial Intelligence Technology on Language Teaching Innovation. Front Educ Res4(7)","DOI":"10.25236\/FER.2021.040706"},{"key":"7209_CR49","doi-asserted-by":"crossref","unstructured":"Yong Q (2020) Application of artificial intelligence to higher vocational English Teaching in the Information Environment. In: Journal of Physics: Conference Series 1533(3):032030","DOI":"10.1088\/1742-6596\/1533\/3\/032030"},{"key":"7209_CR50","doi-asserted-by":"crossref","unstructured":"Yu J (2021) Academic Performance Prediction Method of Online Education using Random Forest Algorithm and Artificial Intelligence Methods. International Journal of Emerging Technologies, vol 15, no 5","DOI":"10.3991\/ijet.v16i05.20297"},{"issue":"2","key":"7209_CR51","first-page":"139","volume":"17","author":"L Yuchen","year":"2021","unstructured":"Yuchen L (2021) Design and application of teaching mode of english reading and writing course for postgraduate based on smart classroom. Cross-Cult Commun 17(2):139\u2013143","journal-title":"Cross-Cult Commun"},{"key":"7209_CR52","unstructured":"Yufeia L, Salehb S, Jiahuic H, Syed SM (2020) Review of the application of artificial intelligence in education. Integration (Amsterdam), vol. 12, no. 8"},{"issue":"3","key":"7209_CR53","doi-asserted-by":"publisher","first-page":"478","DOI":"10.1109\/JSTSP.2020.2987728","volume":"14","author":"C Zhang","year":"2020","unstructured":"Zhang C, Yang Z, He X, Deng L (2020) Multimodal intelligence: representation learning, information fusion, and applications. IEEE J Select Top Signal Process 14(3):478\u2013493","journal-title":"IEEE J Select Top Signal Process"},{"key":"7209_CR54","first-page":"235","volume":"134","author":"D Zhu","year":"2017","unstructured":"Zhu D (2017) Analysis of the application of artificial intelligence in college English teaching. Adv Intell Syst Res 134:235\u2013237","journal-title":"Adv Intell Syst Res"},{"issue":"1","key":"7209_CR55","doi-asserted-by":"publisher","first-page":"104","DOI":"10.1166\/jctn.2017.6133","volume":"14","author":"S Zou","year":"2017","unstructured":"Zou S (2017) Designing and practice of a college English teaching platform based on artificial intelligence. J Comput Theor Nanosci 14(1):104\u2013108","journal-title":"J Comput Theor Nanosci"}],"container-title":["Soft Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-022-07209-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00500-022-07209-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-022-07209-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T12:38:57Z","timestamp":1744202337000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00500-022-07209-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,5,30]]},"references-count":55,"journal-issue":{"issue":"20","published-print":{"date-parts":[[2022,10]]}},"alternative-id":["7209"],"URL":"https:\/\/doi.org\/10.1007\/s00500-022-07209-2","relation":{},"ISSN":["1432-7643","1433-7479"],"issn-type":[{"value":"1432-7643","type":"print"},{"value":"1433-7479","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,5,30]]},"assertion":[{"value":"17 February 2022","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 May 2022","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"The paper does not deal with any ethical problems.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}},{"value":"We declare that all the authors have informed consent.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Informed consent"}}]}}