{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,26]],"date-time":"2026-10-26T18:25:27Z","timestamp":1793039127071,"version":"4.5.0"},"reference-count":21,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2025,8,29]],"date-time":"2025-08-29T00:00:00Z","timestamp":1756425600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2025,8,29]],"date-time":"2025-08-29T00:00:00Z","timestamp":1756425600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"funder":[{"name":"2020 Humanities and Social Sciences Research Planning Fund in the Ministry of Education: Research on the development trend of social thought and its guiding mechanism based on cyberspace","award":["Approval No. 20YJC710051"],"award-info":[{"award-number":["Approval No. 20YJC710051"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Discov Artif Intell"],"DOI":"10.1007\/s44163-025-00498-0","type":"journal-article","created":{"date-parts":[[2025,8,29]],"date-time":"2025-08-29T09:05:45Z","timestamp":1756458345000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["A student comprehensive quality assessment system based on improved analytic hierarchy process and back propagation neural network"],"prefix":"10.1007","volume":"5","author":[{"given":"Lu","family":"Zhang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,8,29]]},"reference":[{"issue":"10","key":"498_CR1","doi-asserted-by":"publisher","first-page":"894","DOI":"10.3390\/bs14100894","volume":"14","author":"FS Mohammed","year":"2024","unstructured":"Mohammed FS, Ozdamli F. A systematic literature review of soft skills in information technology education. Behav Sci (Basel). 2024;14(10):894.","journal-title":"Behav Sci (Basel)"},{"issue":"1","key":"498_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.4018\/IJWLTT.353156","volume":"19","author":"T Zhang","year":"2024","unstructured":"Zhang T, Jia S. Construction and implementation of application-oriented undergraduate teaching and teaching evaluation system based on multiple information fusion. Int J Web-Based Learn Teach Technol (IJWLTT). 2024;19(1):1\u201319.","journal-title":"Int J Web-Based Learn Teach Technol (IJWLTT)"},{"issue":"12","key":"498_CR3","doi-asserted-by":"publisher","first-page":"9711","DOI":"10.3390\/su15129711","volume":"15","author":"Y Wu","year":"2023","unstructured":"Wu Y, Xu L, Philbin SP. Evaluating the role of the communication skills of engineering students on employability according to the outcome-based education (OBE) theory. Sustainability. 2023;15(12):9711.","journal-title":"Sustainability"},{"issue":"02","key":"498_CR4","doi-asserted-by":"publisher","first-page":"611","DOI":"10.59653\/ijmars.v2i02.648","volume":"2","author":"BDS Ghaleb","year":"2024","unstructured":"Ghaleb BDS. Effect of exam-focused and teacher-centered education systems on students\u2019 cognitive and psychological competencies. Int J Multidiscip Approach Res Sci. 2024;2(02):611\u201331.","journal-title":"Int J Multidiscip Approach Res Sci"},{"issue":"1","key":"498_CR5","doi-asserted-by":"publisher","first-page":"2270662","DOI":"10.1080\/02673843.2023.2270662","volume":"28","author":"A Alam","year":"2023","unstructured":"Alam A, Mohanty A. Cultural beliefs and equity in educational institutions: exploring the social and philosophical notions of ability groupings in teaching and learning of mathematics. Int J Adolesc Youth. 2023;28(1):2270662.","journal-title":"Int J Adolesc Youth"},{"issue":"6","key":"498_CR6","doi-asserted-by":"publisher","first-page":"17","DOI":"10.24018\/ejedu.2023.4.6.763","volume":"4","author":"L Qasserras","year":"2023","unstructured":"Qasserras L. Systematic review of communicative language teaching (CLT) in language education: a balanced perspective. Eur J Educ Pedagog. 2023;4(6):17\u201323.","journal-title":"Eur J Educ Pedagog"},{"key":"498_CR7","doi-asserted-by":"publisher","first-page":"1125191","DOI":"10.3389\/frai.2023.1125191","volume":"6","author":"A Alslaity","year":"2023","unstructured":"Alslaity A, Chan G, Orji R. A panoramic view of personalization based on individual differences in persuasive and behavior change interventions. Front Artif Intell. 2023;6:1125191.","journal-title":"Front Artif Intell"},{"issue":"1","key":"498_CR8","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1186\/s41239-023-00426-1","volume":"20","author":"L Labadze","year":"2023","unstructured":"Labadze L, Grigolia M, Machaidze L. Role of AI chatbots in education: systematic literature review. Int J Educ Technol High Educ. 2023;20(1):56.","journal-title":"Int J Educ Technol High Educ"},{"issue":"3","key":"498_CR9","doi-asserted-by":"publisher","first-page":"193","DOI":"10.1080\/00461520.2023.2223642","volume":"58","author":"E Panadero","year":"2023","unstructured":"Panadero E. Toward a paradigm shift in feedback research: five further steps influenced by self-regulated learning theory. Educ Psychol. 2023;58(3):193\u2013204.","journal-title":"Educ Psychol"},{"issue":"1","key":"498_CR10","doi-asserted-by":"publisher","first-page":"772","DOI":"10.1186\/s12909-024-05770-y","volume":"24","author":"S Nie","year":"2024","unstructured":"Nie S, Wang L. Constructing an evaluation index system for clinical nursing practice teaching quality using a Delphi method and analytic hierarchy process-based approach. BMC Med Educ. 2024;24(1):772.","journal-title":"BMC Med Educ"},{"issue":"1","key":"498_CR11","doi-asserted-by":"publisher","first-page":"5583728","DOI":"10.1155\/2024\/5583728","volume":"2024","author":"Y Yu","year":"2024","unstructured":"Yu Y, Gu H, Liang B, et al. Performance evaluation of school enterprise collaborative innovation and practice of innovation and entrepreneurship education based on the improved AHP fuzzy comprehensive evaluation method. Discrete Dyn Nat Soc. 2024;2024(1):5583728.","journal-title":"Discrete Dyn Nat Soc"},{"issue":"19","key":"498_CR12","doi-asserted-by":"publisher","first-page":"14361","DOI":"10.1007\/s00500-023-09079-8","volume":"27","author":"M He","year":"2023","unstructured":"He M, Zhang J. Evaluating the innovation and entrepreneurship education in colleges using BP neural network. Soft Comput. 2023;27(19):14361\u201377.","journal-title":"Soft Comput"},{"issue":"5","key":"498_CR13","doi-asserted-by":"publisher","first-page":"1963","DOI":"10.3390\/app14051963","volume":"14","author":"LH Baniata","year":"2024","unstructured":"Baniata LH, Kang S, Alsharaiah MA, et al. Advanced deep learning model for predicting the academic performances of students in educational institutions. Appl Sci. 2024;14(5):1963.","journal-title":"Appl Sci"},{"issue":"15","key":"498_CR14","doi-asserted-by":"publisher","first-page":"42476","DOI":"10.1007\/s11356-021-16972-y","volume":"30","author":"E Ayyildiz","year":"2023","unstructured":"Ayyildiz E. Interval valued intuitionistic fuzzy analytic hierarchy process-based green supply chain resilience evaluation methodology in post COVID-19 era. Environ Sci Pollut Res Int. 2023;30(15):42476\u201394.","journal-title":"Environ Sci Pollut Res Int"},{"issue":"1","key":"498_CR15","doi-asserted-by":"publisher","first-page":"124","DOI":"10.31181\/jscda11202311","volume":"1","author":"S Moslem","year":"2023","unstructured":"Moslem S, Solieman H, Oubahman L, et al. Assessing public transport supply quality: a comparative analysis of analytical network process and analytical hierarchy process. J Soft Comput Decis Anal. 2023;1(1):124\u201338.","journal-title":"J Soft Comput Decis Anal"},{"issue":"6s","key":"498_CR16","doi-asserted-by":"publisher","first-page":"1915","DOI":"10.52783\/jes.3107","volume":"20","author":"H Du","year":"2024","unstructured":"Du H. Design and realization of a comprehensive quality assessment system for college students based on the BP neural network. J Electr Syst. 2024;20(6s):1915\u201324.","journal-title":"J Electr Syst"},{"issue":"5","key":"498_CR17","doi-asserted-by":"publisher","first-page":"2081","DOI":"10.1007\/s40815-022-01448-z","volume":"25","author":"H Liao","year":"2023","unstructured":"Liao H, Wang J, Tang M, et al. An overview of interval analysis techniques and their fuzzy extensions in multi-criteria decision-making: what\u2019s going on and what\u2019s next? Int J Fuzzy Syst. 2023;25(5):2081\u2013108.","journal-title":"Int J Fuzzy Syst"},{"issue":"7","key":"498_CR18","first-page":"9","volume":"14","author":"W Shen","year":"2023","unstructured":"Shen W, Lu W, Qi Y. An intelligent evaluation path for English teaching quality: construction of an evaluation model based on improved BPNN. Int J Adv Comput Sci Appl. 2023;14(7):9\u201316.","journal-title":"Int J Adv Comput Sci Appl"},{"issue":"03","key":"498_CR19","doi-asserted-by":"publisher","first-page":"207","DOI":"10.53469\/jtpes.2024.04(03).20","volume":"4","author":"W Zhao","year":"2024","unstructured":"Zhao W, Liu X, Xu R, et al. E-commerce webpage recommendation scheme base on semantic mining and neural networks. J Theory Pract Eng Sci. 2024;4(03):207\u201315.","journal-title":"J Theory Pract Eng Sci"},{"issue":"1","key":"498_CR20","doi-asserted-by":"publisher","first-page":"637","DOI":"10.1007\/s42107-023-00801-3","volume":"25","author":"RK Tipu","year":"2024","unstructured":"Tipu RK, Panchal VR, Pandya KS. Enhancing chloride concentration prediction in marine concrete using conjugate gradient-optimized backpropagation neural network. Asian J Civ Eng. 2024;25(1):637\u201356.","journal-title":"Asian J Civ Eng"},{"issue":"1","key":"498_CR21","doi-asserted-by":"publisher","first-page":"2819057","DOI":"10.1049\/2024\/2819057","volume":"2024","author":"F Ali","year":"2024","unstructured":"Ali F, Yigang H. A novel approach of optimal signal streaming analysis implicated supervised feedforward neural networks. IET Signal Process. 2024;2024(1):2819057.","journal-title":"IET Signal Process"}],"container-title":["Discover Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44163-025-00498-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s44163-025-00498-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s44163-025-00498-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,9]],"date-time":"2025-09-09T20:46:10Z","timestamp":1757450770000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s44163-025-00498-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,29]]},"references-count":21,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025,12]]}},"alternative-id":["498"],"URL":"https:\/\/doi.org\/10.1007\/s44163-025-00498-0","relation":{},"ISSN":["2731-0809"],"issn-type":[{"value":"2731-0809","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8,29]]},"assertion":[{"value":"13 June 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"25 August 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"29 August 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":"The authors have declared that no competing interests exist.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}],"article-number":"228"}}