Artificial intelligence in intelligent tutoring systems toward sustainable education: a systematic review

Sustainable education is a crucial aspect of creating a sustainable future, yet it faces several key challenges, including inadequate infrastructure, limited resources, and a lack of awareness and engagement. Artificial intelligence (AI) has the potential to address these challenges and enhance sust...

Full description

Saved in:
Bibliographic Details
Published inSmart Learning Environments Vol. 10; no. 1; pp. 41 - 22
Main Authors Lin, Chien-Chang, Huang, Anna Y. Q., Lu, Owen H. T.
Format Journal Article
LanguageEnglish
Published Singapore Springer Nature Singapore 01.12.2023
Springer
Springer Nature B.V
SpringerOpen
Subjects
Online AccessGet full text

Cover

Loading…
Abstract Sustainable education is a crucial aspect of creating a sustainable future, yet it faces several key challenges, including inadequate infrastructure, limited resources, and a lack of awareness and engagement. Artificial intelligence (AI) has the potential to address these challenges and enhance sustainable education by improving access to quality education, creating personalized learning experiences, and supporting data-driven decision-making. One outcome of using AI and Information Technology (IT) systems in sustainable education is the ability to provide students with personalized learning experiences that cater to their unique learning styles and preferences. Additionally, AI systems can provide teachers with data-driven insights into student performance, emotions, and engagement levels, enabling them to tailor their teaching methods and approaches or provide assistance or intervention accordingly. However, the use of AI and IT systems in sustainable education also presents challenges, including issues related to privacy and data security, as well as potential biases in algorithms and machine learning models. Moreover, the deployment of these systems requires significant investments in technology and infrastructure, which can be a challenge for educators. In this review paper, we will provide different perspectives from educators and information technology solution architects to connect education and AI technology. The discussion areas include sustainable education concepts and challenges, technology coverage and outcomes, as well as future research directions. By addressing these challenges and pursuing further research, we can unlock the full potential of these technologies and support a more equitable and sustainable education system.
AbstractList Abstract Sustainable education is a crucial aspect of creating a sustainable future, yet it faces several key challenges, including inadequate infrastructure, limited resources, and a lack of awareness and engagement. Artificial intelligence (AI) has the potential to address these challenges and enhance sustainable education by improving access to quality education, creating personalized learning experiences, and supporting data-driven decision-making. One outcome of using AI and Information Technology (IT) systems in sustainable education is the ability to provide students with personalized learning experiences that cater to their unique learning styles and preferences. Additionally, AI systems can provide teachers with data-driven insights into student performance, emotions, and engagement levels, enabling them to tailor their teaching methods and approaches or provide assistance or intervention accordingly. However, the use of AI and IT systems in sustainable education also presents challenges, including issues related to privacy and data security, as well as potential biases in algorithms and machine learning models. Moreover, the deployment of these systems requires significant investments in technology and infrastructure, which can be a challenge for educators. In this review paper, we will provide different perspectives from educators and information technology solution architects to connect education and AI technology. The discussion areas include sustainable education concepts and challenges, technology coverage and outcomes, as well as future research directions. By addressing these challenges and pursuing further research, we can unlock the full potential of these technologies and support a more equitable and sustainable education system.
Sustainable education is a crucial aspect of creating a sustainable future, yet it faces several key challenges, including inadequate infrastructure, limited resources, and a lack of awareness and engagement. Artificial intelligence (AI) has the potential to address these challenges and enhance sustainable education by improving access to quality education, creating personalized learning experiences, and supporting data-driven decision-making. One outcome of using AI and Information Technology (IT) systems in sustainable education is the ability to provide students with personalized learning experiences that cater to their unique learning styles and preferences. Additionally, AI systems can provide teachers with data-driven insights into student performance, emotions, and engagement levels, enabling them to tailor their teaching methods and approaches or provide assistance or intervention accordingly. However, the use of AI and IT systems in sustainable education also presents challenges, including issues related to privacy and data security, as well as potential biases in algorithms and machine learning models. Moreover, the deployment of these systems requires significant investments in technology and infrastructure, which can be a challenge for educators. In this review paper, we will provide different perspectives from educators and information technology solution architects to connect education and AI technology. The discussion areas include sustainable education concepts and challenges, technology coverage and outcomes, as well as future research directions. By addressing these challenges and pursuing further research, we can unlock the full potential of these technologies and support a more equitable and sustainable education system.
ArticleNumber 41
Author Lin, Chien-Chang
Huang, Anna Y. Q.
Lu, Owen H. T.
Author_xml – sequence: 1
  givenname: Chien-Chang
  orcidid: 0000-0001-6801-8061
  surname: Lin
  fullname: Lin, Chien-Chang
  email: cclin3123@gmail.com
  organization: National Central University
– sequence: 2
  givenname: Anna Y. Q.
  surname: Huang
  fullname: Huang, Anna Y. Q.
  organization: National Central University
– sequence: 3
  givenname: Owen H. T.
  surname: Lu
  fullname: Lu, Owen H. T.
  organization: National Chengchi University
BackLink http://eric.ed.gov/ERICWebPortal/detail?accno=EJ1390214$$DView record in ERIC
BookMark eNp9UcFO3TAQtCqQSoEfQKoUqee069hx7N4Qoi0VUi_lbG2czZOfQvxqO0Xv7zEviKIeONnrnZnd8XxgR3OYibELDp851-pLktAqXkMjaoBGQb1_x04ablTdgeFHr-7v2XlKWwDghivRmhPmL2P2o3cep8rPmabJb2h2VIpXda7ykkP086ZK-5TpPlU5PGAcqrSkjH7GfqKKhsVh9mH-WuEzrpSuivTX08MZOx5xSnT-fJ6yu2_Xv69-1Le_vt9cXd7WThrIddurHrtOasf7HqmYkkK1ooVOtwPvlRwNjKgkgBSgVSeQCBF7EqNWqEicsptVdwi4tbvo7zHubUBvDw8hbiwWz24iq7lom0Gg66WTgBL7Rg4ojCOttXBj0fq0au1i-LNQynYbljiX9W2jDYhWSmkK6uOKoujdy8Trn1wYaLgs_WbtuxhSijS-YDjYpwTtmqAtZu0hQbsvJP0fyfl8-N0c0U9vU8VKTbunyCj-2_oN1iOiKrNh
CitedBy_id crossref_primary_10_1007_s10639_025_13476_x
crossref_primary_10_1016_j_procs_2024_09_709
crossref_primary_10_3390_mti9020011
crossref_primary_10_1177_02557614241286189
crossref_primary_10_3390_su16209066
crossref_primary_10_1108_AEDS_08_2024_0182
crossref_primary_10_1016_j_teln_2025_01_019
crossref_primary_10_59294_HIUJS_VOL_6_2024_631
crossref_primary_10_1007_s10639_025_13388_w
crossref_primary_10_2139_ssrn_4865398
crossref_primary_10_1007_s41870_025_02460_w
crossref_primary_10_1080_0142159X_2024_2445037
crossref_primary_10_21240_zfhe_SH_KI_2_13
crossref_primary_10_1007_s43621_025_00809_6
crossref_primary_10_1057_s41599_024_04168_x
crossref_primary_10_2478_orga_2024_0024
crossref_primary_10_52358_mm_vi18_409
crossref_primary_10_5772_acrt_20240048
crossref_primary_10_1007_s43621_024_00575_x
crossref_primary_10_1016_j_ijme_2024_101070
crossref_primary_10_1007_s10639_024_13076_1
crossref_primary_10_3390_su17010144
crossref_primary_10_3389_feduc_2025_1548104
crossref_primary_10_62486_latia20238
crossref_primary_10_3390_su16208900
crossref_primary_10_1080_1547688X_2025_2475811
crossref_primary_10_31681_jetol_1490307
crossref_primary_10_54097_gg1d3q19
crossref_primary_10_1007_s40593_024_00442_w
crossref_primary_10_29121_shodhkosh_v5_i6_2024_3206
crossref_primary_10_3390_computers14030089
crossref_primary_10_1016_j_athoracsur_2025_01_018
crossref_primary_10_1108_JME_09_2024_0119
crossref_primary_10_3390_educsci14080839
crossref_primary_10_3390_app14188357
crossref_primary_10_1111_nhs_70030
crossref_primary_10_37394_23205_2024_23_26
crossref_primary_10_3390_app15063223
crossref_primary_10_7759_cureus_69710
crossref_primary_10_3390_soc14060089
crossref_primary_10_3389_feduc_2024_1396104
crossref_primary_10_54393_pjhs_v6i1_2364
crossref_primary_10_1016_j_caeai_2024_100334
crossref_primary_10_1016_j_caeai_2024_100215
crossref_primary_10_1016_j_engappai_2024_109249
crossref_primary_10_1186_s12909_025_06719_5
crossref_primary_10_32431_kace_2024_27_4_010
crossref_primary_10_1080_2331186X_2024_2433814
crossref_primary_10_23947_2334_8496_2024_12_2_259_272
Cites_doi 10.1007/978-3-319-24258-3_4
10.1016/j.caeai.2022.100074
10.18820/2519593X/pie.v40.i3.4
10.3390/ijerph20031759
10.1016/j.future.2021.07.003
10.1145/3284179.3284235
10.3390/su142316080
10.2478/v10099-012-0014-8
10.1080/10447318.2020.1741118
10.1016/j.inffus.2019.12.012
10.1016/j.caeai.2022.100066
10.1109/ICALT52272.2021.00107
10.1109/TALE48869.2020.9368432
10.1007/s40593-017-0139-y
10.1504/IJTEL.2012.051815
10.1186/s41239-022-00372-4
10.1007/s10956-020-09894-w
10.1016/j.compedu.2019.103599
10.30191/ETS.202301_26(1).0008
10.1109/ICISCT52966.2021.9670009
10.1007/s11042-017-4467-6
10.14742/apubs.2016.845
10.21606/drs.2020.282
10.3390/app10228196
10.30191/ETS.202301_26(1).0007
10.3390/su14074167
10.1145/2723576.2723602
10.1007/978-3-030-05324-6_129-1
10.1016/j.eswa.2013.03.030
10.1109/ICAC57685.2022.10025237
10.1016/j.caeai.2021.100008
10.18653/v1/W19-4446
10.3390/su131810296
10.19173/IRRODL.V22I4.5417
10.1109/CSCI51800.2020.00169
10.55612/s-5002-052-004
10.3390/su14010568
10.1080/10494820.2019.1637351
10.1007/s40692-018-0122-0
10.1136/bmj.n71
10.3390/app11020807
10.1145/2876034.2893414
10.1007/978-3-030-23207-8_13
10.3390/su15010209
10.1109/TMMS.1970.299942
10.3390/su14148431
10.1609/aimag.v40i2.2850
10.1109/ACCESS.2021.3105956
10.1145/3397453.3397456
ContentType Journal Article
Copyright The Author(s) 2023
The Author(s) 2023. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: The Author(s) 2023
– notice: The Author(s) 2023. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID C6C
AAYXX
CITATION
7SW
BJH
BNH
BNI
BNJ
BNO
ERI
PET
REK
WWN
0-V
3V.
7XB
88B
8FE
8FG
8FK
ABUWG
AFKRA
AHOVV
ALSLI
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
CJNVE
DWQXO
GNUQQ
HCIFZ
M0P
P5Z
P62
PHGZM
PHGZT
PIMPY
PKEHL
PQEDU
PQEST
PQGLB
PQQKQ
PQUKI
Q9U
DOA
DOI 10.1186/s40561-023-00260-y
DatabaseName Springer Nature OA Free Journals
CrossRef
ERIC
ERIC (Ovid)
ERIC
ERIC
ERIC (Legacy Platform)
ERIC( SilverPlatter )
ERIC
ERIC PlusText (Legacy Platform)
Education Resources Information Center (ERIC)
ERIC
ProQuest Social Sciences Premium Collection【Remote access available】
ProQuest Central (Corporate)
ProQuest Central (purchase pre-March 2016)
Education Database (Alumni Edition)
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
Education Research Index
Social Science Premium Collection
Advanced Technologies & Aerospace Database
ProQuest Central Essentials
ProQuest Central (New)
Technology Collection
ProQuest One Community College
Education Collection
ProQuest Central Korea
ProQuest Central Student
SciTech Premium Collection
Education Database
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Premium
ProQuest One Academic
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Education
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central Basic
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
ERIC
Publicly Available Content Database
ProQuest One Education
ProQuest Central Student
Technology Collection
ProQuest One Academic Middle East (New)
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central
ProQuest One Applied & Life Sciences
ProQuest Central Korea
ProQuest Central (New)
Advanced Technologies & Aerospace Collection
Social Science Premium Collection
Education Collection
ProQuest Central Basic
ProQuest Education Journals
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
ProQuest SciTech Collection
Advanced Technologies & Aerospace Database
ProQuest Social Sciences Premium Collection
ProQuest One Academic UKI Edition
ProQuest One Academic
ProQuest Education Journals (Alumni Edition)
ProQuest One Academic (New)
ProQuest Central (Alumni)
DatabaseTitleList
ERIC

Publicly Available Content Database
CrossRef
Database_xml – sequence: 1
  dbid: C6C
  name: Springer Nature OA Free Journals
  url: http://www.springeropen.com/
  sourceTypes: Publisher
– sequence: 2
  dbid: DOA
  name: DOAJ Open Access Full Text
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 3
  dbid: ERI
  name: ERIC
  url: https://eric.ed.gov/
  sourceTypes: Index Database
– sequence: 4
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Education
EISSN 2196-7091
ERIC EJ1390214
EndPage 22
ExternalDocumentID oai_doaj_org_article_81352d3acb4c40a4ab24da39ce8883cf
EJ1390214
10_1186_s40561_023_00260_y
GrantInformation_xml – fundername: National Science and Technology Council
  grantid: 111-2410-H-008 -010 -MY3; 109-2511-H-008 -007 -MY3
  funderid: http://dx.doi.org/10.13039/501100020950
GroupedDBID 0R~
5VS
8FE
8FG
AAFWJ
AAHSB
AAJSJ
AAKKN
ABEEZ
ABFTD
ABUWG
ACACY
ACGFS
ACULB
ADBBV
ADINQ
ADMLS
AFGXO
AFKRA
AFPKN
AHBYD
AHYZX
ALMA_UNASSIGNED_HOLDINGS
ALSLI
AMKLP
ARAPS
ASPBG
AZQEC
BCNDV
BENPR
BGLVJ
C24
C6C
CCPQU
CJNVE
DWQXO
EBLON
EBS
GNUQQ
GROUPED_DOAJ
HCIFZ
IAO
IER
ITC
M0P
M~E
OK1
P62
PIMPY
PQEDU
PQQKQ
PROAC
RSV
SOJ
AASML
AAYXX
CITATION
PHGZM
PHGZT
7SW
BJH
BNH
BNI
BNJ
BNO
ERI
PET
REK
WWN
0-V
3V.
7XB
8FK
AHOVV
PKEHL
PQEST
PQGLB
PQUKI
Q9U
PUEGO
ID FETCH-LOGICAL-c490t-5b6ba7748c1bbae0234365350785d1b64f90fa64004308673aeeaaabe3f86a6e3
IEDL.DBID DOA
ISSN 2196-7091
IngestDate Wed Aug 27 01:29:36 EDT 2025
Fri Jul 25 09:22:04 EDT 2025
Fri Aug 01 12:17:35 EDT 2025
Tue Jul 01 04:08:41 EDT 2025
Thu Apr 24 22:50:15 EDT 2025
Fri Feb 21 02:44:41 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Keywords Massive open online course
Artificial intelligence
Intelligent tutoring system
Sustainable education
Education sustainability
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c490t-5b6ba7748c1bbae0234365350785d1b64f90fa64004308673aeeaaabe3f86a6e3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0001-6801-8061
OpenAccessLink https://doaj.org/article/81352d3acb4c40a4ab24da39ce8883cf
PQID 2890354449
PQPubID 2046137
PageCount 22
ParticipantIDs doaj_primary_oai_doaj_org_article_81352d3acb4c40a4ab24da39ce8883cf
proquest_journals_2890354449
eric_primary_EJ1390214
crossref_primary_10_1186_s40561_023_00260_y
crossref_citationtrail_10_1186_s40561_023_00260_y
springer_journals_10_1186_s40561_023_00260_y
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2023-12-01
PublicationDateYYYYMMDD 2023-12-01
PublicationDate_xml – month: 12
  year: 2023
  text: 2023-12-01
  day: 01
PublicationDecade 2020
PublicationPlace Singapore
PublicationPlace_xml – name: Singapore
– name: Heidelberg
PublicationTitle Smart Learning Environments
PublicationTitleAbbrev Smart Learn. Environ
PublicationYear 2023
Publisher Springer Nature Singapore
Springer
Springer Nature B.V
SpringerOpen
Publisher_xml – name: Springer Nature Singapore
– name: Springer
– name: Springer Nature B.V
– name: SpringerOpen
References Hasnine, M. N., Akcapinar, G., Flanagan, B., Majumdar, R., Mouri, K., & Ogata, H. (2018). Towards final scores prediction over clickstream using machine learning methods. In ICCE 2018—26th International conference on computers in education, workshop proceedings, Philippines.
SaudelliMGNiemczykEKEducation for sustainable development: Insights from Canadian and South African universitiesPerspectives in Education2022403476110.18820/2519593X/pie.v40.i3.4
Tewari, A. (2020). Sustainable education in India through artificial intelligence: Challenges and opportunities. In WebSci 2020—Companion of the 12th ACM conference on web science, Southampton, United Kingdom.
Tsegay, S. M., Ashraf, M. A., Perveen, S., & Zegergish, M. Z. (2022). Online teaching during COVID-19 pandemic: Teachers’ experiences from a Chinese university. Sustainability (Switzerland), 14(1), 568, Article 568. https://doi.org/10.3390/su14010568
Mayfield, E., Madaio, M., Prabhumoye, S., Gerritsen, D., McLaughlin, B., Dixon-Román, E., & Black, A. W. (2019). Equity beyond bias in language technologies for education. In Proceedings of the fourteenth workshop on innovative use of NLP for building educational applications, Florence, Italy.
Ouyang, F., Wu, M., Zheng, L., Zhang, L., & Jiao, P. (2023). Integration of artificial intelligence performance prediction and learning analytics to improve student learning in online engineering course. International Journal of Educational Technology in Higher Education, 20(1), 4, Article 4. https://doi.org/10.1186/s41239-022-00372-4
LlurbaCFretesGPalauRPilot study of real-time emotional recognition technology for secondary school studentsInteraction Design and Architecture(s)202252618010.55612/s-5002-052-004
YangSJHOgataHMatsuiTGuest editorial: Human-centered AI in education: Augment human intelligence with machine intelligence [Editorial]Educational Technology and Society2023261959810.30191/ETS.202301_26(1).0007
Simuț, C., Petrila, L., Popescu, F. A., & Oprea, I. M. (2021). Challenges and opportunities for telecommuting in the school system: Building a sustainable online education in the context of the SARS-Cov-2 pandemic. Sustainability (Switzerland), 13(18), 10296, Article 10296. https://doi.org/10.3390/su131810296
Yousuf, M., & Wahid, A. (2021). The role of artificial intelligence in education: Current trends and future prospects. In 2021 International conference on information science and communications technologies (ICISCT), Tashkent, Uzbekistan.
Singh, N., Gunjan, V. K., Mishra, A. K., Mishra, R. K., & Nawaz, N. (2022). Seistutor: A custom-tailored intelligent tutoring system and sustainable education. Sustainability (Switzerland), 14(7), 4167, Article 4167. https://doi.org/10.3390/su14074167
Tobarra, L., Utrilla, A., Robles-Gómez, A., Pastor-Vargas, R., & Hernández, R. (2021). A cloud game-based educative platform architecture: The cyberscratch project. Applied Sciences, 11(2), 1–22, Article 807. https://doi.org/10.3390/app11020807
Acevedo-Duque, Á., Jiménez-Bucarey, C., Prado-Sabido, T., Fernández-Mantilla, M. M., Merino-Flores, I., Izquierdo-Marín, S. S., & Valle-Palomino, N. (2023). Education for sustainable development: Challenges for postgraduate programmes. International Journal of Environmental Research and Public Health, 20(3), 1759, Article 1759. https://doi.org/10.3390/ijerph20031759
Guerrero-Higueras, Á. M., DeCastro-García, N., Conde, M. Á., & Matellán, V. (2018). Predictive models of academic success: A case study with version control systems. In Proceedings of the sixth international conference on technological ecosystems for enhancing multiculturality, Salamanca, Spain.
Khahro, S. H., & Javed, Y. (2022). Key challenges in 21st century learning: A way forward towards sustainable higher educational institutions. Sustainability (Switzerland), 14(23), 16080, Article 16080. https://doi.org/10.3390/su142316080
ArrietaABDíaz-RodríguezNDel SerJBennetotATabikSBarbadoAGarciaSGil-LopezSMolinaDBenjaminsRChatilaRHerreraFExplainable artificial intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AIInformation Fusion2020588211510.1016/j.inffus.2019.12.012
Xing, W., & Goggins, S. (2015). Learning analytics in outer space: A hidden naïve bayes model for automatic student off-task behavior detection. In Proceedings of the fifth international conference on learning analytics and knowledge, Poughkeepsie, New York.
Afzaal, M., Nouri, J., Zia, A., Papapetrou, P., Fors, U., Wu, Y., Li, X., & Weegar, R. (2021). Automatic and intelligent recommendations to support students' self-regulation. In 2021 International conference on advanced learning technologies (ICALT), Tartu, Estonia.
WadeRPedagogy, places and peopleJournal of Teacher Education for Sustainability201214214716710.2478/v10099-012-0014-8
YinRKQualitative research from start to finish2015Guilford Publications
Silva, K., Induwara, R., Wimukthi, M., Poornika, S., Samaratunge Arachchillage, U. S. S., & Jayalath, T. (2022). E-tutor: Comprehensive student productivity management system for education. In 2022 4th International conference on advancements in computing (ICAC), Colombo, Sri Lanka.
Ruipérez-ValienteJAJaramillo-MorilloDJoksimovićSKovanovićVMuñoz-MerinoPJGaševićDData-driven detection and characterization of communities of accounts collaborating in MOOCsFuture Generation Computer Systems202112559060310.1016/j.future.2021.07.003
ChattiMADyckhoffALSchroederUThüsHA reference model for learning analyticsInternational Journal of Technology Enhanced Learning201245–631833110.1504/IJTEL.2012.051815
PageMJMcKenzieJEBossuytPMBoutronIHoffmannTCMulrowCDShamseerLTetzlaffJMAklEABrennanSEThe PRISMA 2020 statement: An updated guideline for reporting systematic reviewsInternational Journal of Surgery2021372n7110.1136/bmj.n71
Serrano-LagunaAManeroBFreireMFernandez-ManjonBA methodology for assessing the effectiveness of serious games and for inferring player learning outcomesMultimedia Tools and Applications20187722849287110.1007/s11042-017-4467-6
Sterling, S. R., & Orr, D. (2001). Sustainable education: Re-visioning learning and change (Vol. 6). Green Books for the Schumacher Society Totnes.
Deng, R., & Benckendorff, P. (2020). Technology-enabled learning. Handbook of e-Tourism, 1–27.
Corrigan, O., Glynn, M., McKenna, A., Smeaton, A., & Smyth, S. (2015a). Student data: Data is knowledge: Putting the knowledge back in the students' hands. Paper presented at the proceedings of the 14th European conference on e-learning, South Oxfordshire, UK.
YangCCYChenIYLOgataHToward precision education: Educational data mining and learning analytics for identifying students’ learning patterns with ebook systemsEducational Technology and Society2021241152163
Montpetit, C., & Sabourin, S. (2016). Assessing the impact of an “echo360-active learning platform—Enabled classroom in a large enrolment blended learning undergraduate course in genetics. In Proceedings of the 33rd international conference of innovation, practice and research in the use of educational technologies in tertiary education.
Niyogisubizo, J., Liao, L., Nziyumva, E., Murwanashyaka, E., & Nshimyumukiza, P. C. (2022). Predicting student's dropout in university classes using two-layer ensemble machine learning approach: A novel stacked generalization. Computers and Education: Artificial Intelligence, 3, 100066, Article 100066. https://doi.org/10.1016/j.caeai.2022.100066
Paramythis, A., & Loidl-Reisinger, S. (2003). Adaptive learning environments and e-learning standards. In Second European conference on e-learning.
TzengJWLeeCAHuangNFHuangHHLaiCFMOOC evaluation system based on deep learningInternational Review of Research in Open and Distance Learning2022231214010.19173/IRRODL.V22I4.5417
Shah, Z., Kennedy-Clark, S., Xie, Y., Rahim, M. S., Mahdavi, M., & Levula, A. (2022). Teacher views on teaching sustainability in higher education institutes in Australia. Sustainability (Switzerland), 14(14), 8431, Article 8431. https://doi.org/10.3390/su14148431
PerikosIGrivokostopoulouFHatzilygeroudisIAssistance and feedback mechanism in an intelligent tutoring system for teaching conversion of natural language into logicInternational Journal of Artificial Intelligence in Education201727347551410.1007/s40593-017-0139-y
Yang, S. J. H., Ogata, H., Matsui, T., & Chen, N. S. (2021b). Human-centered artificial intelligence in education: Seeing the invisible through the visible. Computers and Education: Artificial Intelligence, 2, 100008, Article 100008. https://doi.org/10.1016/j.caeai.2021.100008
Pereira, F. D., Oliveira, E., Cristea, A., Fernandes, D., Silva, L., Aguiar, G., Alamri, A., & Alshehri, M. (2019). Early dropout prediction for programming courses supported by online judges. Artificial intelligence in education. AIED 2019. Lecture notes in computer science, Cham.
WuS-HLaiC-LHwangG-JTsaiC-CResearch trends in technology-enhanced chemistry learning: A review of comparative research from 2010 to 2019Journal of Science Education and Technology202130449651010.1007/s10956-020-09894-w
LinCJMubarokHLearning analytics for investigating the mind map-guided AI chatbot approach in an EFL flipped speaking classroomEducational Technology and Society20212441635
GillaniNEynonRChiabautCFinkelKUnpacking the “Black Box” of AI in educationEducational Technology and Society20232619911110.30191/ETS.202301_26(1).0008
Corrigan, O., Smeaton, A. F., Glynn, M., & Smyth, S. (2015b). Using educational analytics to improve test performance. Design for teaching and learning in a networked world. EC-TEL 2015b. Lecture notes in computer science, Cham.
Liddy, E. D. (2001). Natural language processing.
LeeCATzengJWHuangNFSuYSPrediction of student performance in massive open online courses using deep learning system based on learning behaviorsEducational Technology and Society2021243130146
LeonyDMuñoz-MerinoPJPardoAKloosCDProvision of awareness of learners' emotions through visualizations in a computer interaction-based environmentExpert Systems with Applications201340135093510010.1
RK Yin (260_CR60) 2015
I Perikos (260_CR35) 2017; 27
260_CR17
260_CR18
260_CR59
260_CR16
JA Ruipérez-Valiente (260_CR36) 2021; 125
260_CR14
H Xie (260_CR54) 2019
260_CR11
260_CR55
260_CR12
260_CR10
SJH Yang (260_CR58) 2023; 26
MJ Page (260_CR31) 2021; 372
260_CR61
S-H Wu (260_CR53) 2021; 30
CJ Lin (260_CR23) 2021; 24
CA Lee (260_CR20) 2021; 24
260_CR1
A Serrano-Laguna (260_CR38) 2018; 77
260_CR28
260_CR29
260_CR26
260_CR27
AB Arrieta (260_CR3) 2020; 58
N Gillani (260_CR13) 2023; 26
260_CR25
260_CR22
C Llurba (260_CR24) 2022; 52
MG Saudelli (260_CR37) 2022; 40
260_CR30
MA Chatti (260_CR8) 2012; 4
260_CR9
260_CR2
260_CR5
FD Pereira (260_CR33) 2021; 9
260_CR4
H Khosravi (260_CR19) 2022; 3
JW Tzeng (260_CR49) 2022; 23
260_CR39
B Shneiderman (260_CR40) 2020; 36
260_CR34
260_CR32
260_CR41
D Gunning (260_CR15) 2019; 40
D Leony (260_CR21) 2013; 40
R Wade (260_CR51) 2012; 14
T-W Chan (260_CR7) 2018; 5
CCY Yang (260_CR56) 2021; 24
260_CR48
260_CR46
260_CR47
260_CR44
260_CR45
260_CR42
JR Carbonell (260_CR6) 1970; 11
260_CR43
Q-F Yang (260_CR57) 2019; 29
260_CR52
260_CR50
References_xml – reference: Simuț, C., Petrila, L., Popescu, F. A., & Oprea, I. M. (2021). Challenges and opportunities for telecommuting in the school system: Building a sustainable online education in the context of the SARS-Cov-2 pandemic. Sustainability (Switzerland), 13(18), 10296, Article 10296. https://doi.org/10.3390/su131810296
– reference: YangCCYChenIYLOgataHToward precision education: Educational data mining and learning analytics for identifying students’ learning patterns with ebook systemsEducational Technology and Society2021241152163
– reference: YangQ-FLinC-JHwangG-JResearch focuses and findings of flipping mathematics classes: A review of journal publications based on the technology-enhanced learning modelInteractive Learning Environments201929690593810.1080/10494820.2019.1637351
– reference: Atapattu, T., & Falkner, K. (2016). A framework for topic generation and labeling from MOOC discussions. In Proceedings of the third (2016) ACM conference on learning @ scale, Edinburgh, Scotland, UK.
– reference: Lu, O. H. T., Huang, A. Y. Q., & Yang, S. J. H. (2018). Benchmarking and tuning regression algorithms on predicting students’ academic performance. In 26th International conference on computers in education, Philippines.
– reference: ArrietaABDíaz-RodríguezNDel SerJBennetotATabikSBarbadoAGarciaSGil-LopezSMolinaDBenjaminsRChatilaRHerreraFExplainable artificial intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AIInformation Fusion2020588211510.1016/j.inffus.2019.12.012
– reference: Paramythis, A., & Loidl-Reisinger, S. (2003). Adaptive learning environments and e-learning standards. In Second European conference on e-learning.
– reference: Yang, S. J. H., Ogata, H., Matsui, T., & Chen, N. S. (2021b). Human-centered artificial intelligence in education: Seeing the invisible through the visible. Computers and Education: Artificial Intelligence, 2, 100008, Article 100008. https://doi.org/10.1016/j.caeai.2021.100008
– reference: ChanT-WLooiC-KChenWWongL-HChangBLiaoCCYChengHChenZ-HLiuC-CKongS-CJeongHMasonJSoH-JMurthySYuF-YWongSLKingRBGuXWangMWuLHuangRLamROgataHInterest-driven creator theory: Towards a theory of learning design for Asia in the twenty-first centuryJournal of Computers in Education20185443546110.1007/s40692-018-0122-0
– reference: Afzaal, M., Nouri, J., Zia, A., Papapetrou, P., Fors, U., Wu, Y., Li, X., & Weegar, R. (2021). Automatic and intelligent recommendations to support students' self-regulation. In 2021 International conference on advanced learning technologies (ICALT), Tartu, Estonia.
– reference: Acevedo-Duque, Á., Jiménez-Bucarey, C., Prado-Sabido, T., Fernández-Mantilla, M. M., Merino-Flores, I., Izquierdo-Marín, S. S., & Valle-Palomino, N. (2023). Education for sustainable development: Challenges for postgraduate programmes. International Journal of Environmental Research and Public Health, 20(3), 1759, Article 1759. https://doi.org/10.3390/ijerph20031759
– reference: Smaniotto, C., Saramin, A., Brunelli, L., & Parpinel, M. (2023). Insights and next challenges for the italian educational system to teach sustainability in a global context. Sustainability (Switzerland), 15(1), 209, Article 209. https://doi.org/10.3390/su15010209
– reference: Liddy, E. D. (2001). Natural language processing.
– reference: LinCJMubarokHLearning analytics for investigating the mind map-guided AI chatbot approach in an EFL flipped speaking classroomEducational Technology and Society20212441635
– reference: Ruipérez-ValienteJAJaramillo-MorilloDJoksimovićSKovanovićVMuñoz-MerinoPJGaševićDData-driven detection and characterization of communities of accounts collaborating in MOOCsFuture Generation Computer Systems202112559060310.1016/j.future.2021.07.003
– reference: Shah, Z., Kennedy-Clark, S., Xie, Y., Rahim, M. S., Mahdavi, M., & Levula, A. (2022). Teacher views on teaching sustainability in higher education institutes in Australia. Sustainability (Switzerland), 14(14), 8431, Article 8431. https://doi.org/10.3390/su14148431
– reference: Singh, N., Gunjan, V. K., Mishra, A. K., Mishra, R. K., & Nawaz, N. (2022). Seistutor: A custom-tailored intelligent tutoring system and sustainable education. Sustainability (Switzerland), 14(7), 4167, Article 4167. https://doi.org/10.3390/su14074167
– reference: YinRKQualitative research from start to finish2015Guilford Publications
– reference: Choi, Y., & McClenen, C. (2020). Development of adaptive formative assessment system using computerized adaptive testing and dynamic Bayesian networks. Applied Sciences, 10(22), 1–17, Article 8196. https://doi.org/10.3390/app10228196
– reference: KhosraviHShumSBChenGConatiCTsaiY-SKayJKnightSMartinez-MaldonadoRSadiqSGaševićDExplainable artificial intelligence in educationComputers and Education: Artificial Intelligence2022310007410.1016/j.caeai.2022.100074
– reference: Serrano-LagunaAManeroBFreireMFernandez-ManjonBA methodology for assessing the effectiveness of serious games and for inferring player learning outcomesMultimedia Tools and Applications20187722849287110.1007/s11042-017-4467-6
– reference: Deng, R., & Benckendorff, P. (2020). Technology-enabled learning. Handbook of e-Tourism, 1–27.
– reference: Guerrero-Higueras, Á. M., DeCastro-García, N., Conde, M. Á., & Matellán, V. (2018). Predictive models of academic success: A case study with version control systems. In Proceedings of the sixth international conference on technological ecosystems for enhancing multiculturality, Salamanca, Spain.
– reference: Corrigan, O., Glynn, M., McKenna, A., Smeaton, A., & Smyth, S. (2015a). Student data: Data is knowledge: Putting the knowledge back in the students' hands. Paper presented at the proceedings of the 14th European conference on e-learning, South Oxfordshire, UK.
– reference: PageMJMcKenzieJEBossuytPMBoutronIHoffmannTCMulrowCDShamseerLTetzlaffJMAklEABrennanSEThe PRISMA 2020 statement: An updated guideline for reporting systematic reviewsInternational Journal of Surgery2021372n7110.1136/bmj.n71
– reference: Silva, K., Induwara, R., Wimukthi, M., Poornika, S., Samaratunge Arachchillage, U. S. S., & Jayalath, T. (2022). E-tutor: Comprehensive student productivity management system for education. In 2022 4th International conference on advancements in computing (ICAC), Colombo, Sri Lanka.
– reference: XieHChuH-CHwangG-JWangC-CTrends and development in technology-enhanced adaptive/personalized learning: A systematic review of journal publications from 2007 to 2017Computers & Education201910.1016/j.compedu.2019.103599
– reference: Tewari, A. (2020). Sustainable education in India through artificial intelligence: Challenges and opportunities. In WebSci 2020—Companion of the 12th ACM conference on web science, Southampton, United Kingdom.
– reference: Pereira, F. D., Oliveira, E., Cristea, A., Fernandes, D., Silva, L., Aguiar, G., Alamri, A., & Alshehri, M. (2019). Early dropout prediction for programming courses supported by online judges. Artificial intelligence in education. AIED 2019. Lecture notes in computer science, Cham.
– reference: LeeCATzengJWHuangNFSuYSPrediction of student performance in massive open online courses using deep learning system based on learning behaviorsEducational Technology and Society2021243130146
– reference: Sterling, S. R., & Orr, D. (2001). Sustainable education: Re-visioning learning and change (Vol. 6). Green Books for the Schumacher Society Totnes.
– reference: LeonyDMuñoz-MerinoPJPardoAKloosCDProvision of awareness of learners' emotions through visualizations in a computer interaction-based environmentExpert Systems with Applications201340135093510010.1016/j.eswa.2013.03.030
– reference: Niyogisubizo, J., Liao, L., Nziyumva, E., Murwanashyaka, E., & Nshimyumukiza, P. C. (2022). Predicting student's dropout in university classes using two-layer ensemble machine learning approach: A novel stacked generalization. Computers and Education: Artificial Intelligence, 3, 100066, Article 100066. https://doi.org/10.1016/j.caeai.2022.100066
– reference: Montpetit, C., & Sabourin, S. (2016). Assessing the impact of an “echo360-active learning platform—Enabled classroom in a large enrolment blended learning undergraduate course in genetics. In Proceedings of the 33rd international conference of innovation, practice and research in the use of educational technologies in tertiary education.
– reference: United Nations. (2015). Sustainable development 17 goals. Retrieved 05 May 2023 from https://sdgs.un.org/goals
– reference: Weng, J. X., Huang, A. Y. Q., Lu, O. H. T., Chen, I. Y. L., & Yang, S. J. H. (2020). The implementation of precision education for learning analytics. In Proceedings of 2020 IEEE international conference on teaching, assessment, and learning for engineering, TALE, Takamatsu, Japan.
– reference: Khahro, S. H., & Javed, Y. (2022). Key challenges in 21st century learning: A way forward towards sustainable higher educational institutions. Sustainability (Switzerland), 14(23), 16080, Article 16080. https://doi.org/10.3390/su142316080
– reference: YangSJHOgataHMatsuiTGuest editorial: Human-centered AI in education: Augment human intelligence with machine intelligence [Editorial]Educational Technology and Society2023261959810.30191/ETS.202301_26(1).0007
– reference: Yousuf, M., & Wahid, A. (2021). The role of artificial intelligence in education: Current trends and future prospects. In 2021 International conference on information science and communications technologies (ICISCT), Tashkent, Uzbekistan.
– reference: WuS-HLaiC-LHwangG-JTsaiC-CResearch trends in technology-enhanced chemistry learning: A review of comparative research from 2010 to 2019Journal of Science Education and Technology202130449651010.1007/s10956-020-09894-w
– reference: Ouyang, F., Wu, M., Zheng, L., Zhang, L., & Jiao, P. (2023). Integration of artificial intelligence performance prediction and learning analytics to improve student learning in online engineering course. International Journal of Educational Technology in Higher Education, 20(1), 4, Article 4. https://doi.org/10.1186/s41239-022-00372-4
– reference: Ogunkunle, O., & Qu, Y. (2020). A data mining based optimization of selecting learning material in an intelligent tutoring system for advancing STEM education. In 2020 International conference on computational science and computational intelligence (CSCI), Las Vegas, USA.
– reference: Xing, W., & Goggins, S. (2015). Learning analytics in outer space: A hidden naïve bayes model for automatic student off-task behavior detection. In Proceedings of the fifth international conference on learning analytics and knowledge, Poughkeepsie, New York.
– reference: WadeRPedagogy, places and peopleJournal of Teacher Education for Sustainability201214214716710.2478/v10099-012-0014-8
– reference: LlurbaCFretesGPalauRPilot study of real-time emotional recognition technology for secondary school studentsInteraction Design and Architecture(s)202252618010.55612/s-5002-052-004
– reference: TzengJWLeeCAHuangNFHuangHHLaiCFMOOC evaluation system based on deep learningInternational Review of Research in Open and Distance Learning2022231214010.19173/IRRODL.V22I4.5417
– reference: Jiang, X., Liu, W., & Liu, J. (2019). Learning analytics in a blended computer education course. In Proceedings of the international workshop on artificial intelligence and education, Singapore.
– reference: Auernhammer, J. (2020). Human-centered AI: the role of human-centered design research in the development of AI. https://doi.org/10.21606/drs.2020.282
– reference: PereiraFDFonsecaSCOliveiraEHTCristeaAIBellhauserHRodriguesLOliveiraDBFIsotaniSCarvalhoLSGExplaining individual and collective programming students’ behavior by interpreting a black-box predictive modelIEEE Access2021911709711711910.1109/ACCESS.2021.3105956
– reference: Tsegay, S. M., Ashraf, M. A., Perveen, S., & Zegergish, M. Z. (2022). Online teaching during COVID-19 pandemic: Teachers’ experiences from a Chinese university. Sustainability (Switzerland), 14(1), 568, Article 568. https://doi.org/10.3390/su14010568
– reference: PerikosIGrivokostopoulouFHatzilygeroudisIAssistance and feedback mechanism in an intelligent tutoring system for teaching conversion of natural language into logicInternational Journal of Artificial Intelligence in Education201727347551410.1007/s40593-017-0139-y
– reference: GunningDAhaDDARPA’s explainable artificial intelligence (XAI) programAI Magazine2019402445810.1609/aimag.v40i2.2850
– reference: GillaniNEynonRChiabautCFinkelKUnpacking the “Black Box” of AI in educationEducational Technology and Society20232619911110.30191/ETS.202301_26(1).0008
– reference: CarbonellJRAI in CAI: An artificial-intelligence approach to computer-assisted instructionIEEE Transactions on Man-Machine Systems197011419020210.1109/TMMS.1970.299942
– reference: ShneidermanBHuman-centered artificial intelligence: Reliable, safe & trustworthyInternational Journal of Human-Computer Interaction202036649550410.1080/10447318.2020.1741118
– reference: Corrigan, O., Smeaton, A. F., Glynn, M., & Smyth, S. (2015b). Using educational analytics to improve test performance. Design for teaching and learning in a networked world. EC-TEL 2015b. Lecture notes in computer science, Cham.
– reference: Hasnine, M. N., Akcapinar, G., Flanagan, B., Majumdar, R., Mouri, K., & Ogata, H. (2018). Towards final scores prediction over clickstream using machine learning methods. In ICCE 2018—26th International conference on computers in education, workshop proceedings, Philippines.
– reference: Tobarra, L., Utrilla, A., Robles-Gómez, A., Pastor-Vargas, R., & Hernández, R. (2021). A cloud game-based educative platform architecture: The cyberscratch project. Applied Sciences, 11(2), 1–22, Article 807. https://doi.org/10.3390/app11020807
– reference: Mayfield, E., Madaio, M., Prabhumoye, S., Gerritsen, D., McLaughlin, B., Dixon-Román, E., & Black, A. W. (2019). Equity beyond bias in language technologies for education. In Proceedings of the fourteenth workshop on innovative use of NLP for building educational applications, Florence, Italy.
– reference: SaudelliMGNiemczykEKEducation for sustainable development: Insights from Canadian and South African universitiesPerspectives in Education2022403476110.18820/2519593X/pie.v40.i3.4
– reference: ChattiMADyckhoffALSchroederUThüsHA reference model for learning analyticsInternational Journal of Technology Enhanced Learning201245–631833110.1504/IJTEL.2012.051815
– ident: 260_CR11
  doi: 10.1007/978-3-319-24258-3_4
– ident: 260_CR10
– volume: 3
  start-page: 100074
  year: 2022
  ident: 260_CR19
  publication-title: Computers and Education: Artificial Intelligence
  doi: 10.1016/j.caeai.2022.100074
– volume: 40
  start-page: 47
  issue: 3
  year: 2022
  ident: 260_CR37
  publication-title: Perspectives in Education
  doi: 10.18820/2519593X/pie.v40.i3.4
– ident: 260_CR1
  doi: 10.3390/ijerph20031759
– volume: 125
  start-page: 590
  year: 2021
  ident: 260_CR36
  publication-title: Future Generation Computer Systems
  doi: 10.1016/j.future.2021.07.003
– volume: 24
  start-page: 16
  issue: 4
  year: 2021
  ident: 260_CR23
  publication-title: Educational Technology and Society
– ident: 260_CR14
  doi: 10.1145/3284179.3284235
– ident: 260_CR18
  doi: 10.3390/su142316080
– volume: 14
  start-page: 147
  issue: 2
  year: 2012
  ident: 260_CR51
  publication-title: Journal of Teacher Education for Sustainability
  doi: 10.2478/v10099-012-0014-8
– volume: 36
  start-page: 495
  issue: 6
  year: 2020
  ident: 260_CR40
  publication-title: International Journal of Human-Computer Interaction
  doi: 10.1080/10447318.2020.1741118
– volume: 58
  start-page: 82
  year: 2020
  ident: 260_CR3
  publication-title: Information Fusion
  doi: 10.1016/j.inffus.2019.12.012
– ident: 260_CR28
  doi: 10.1016/j.caeai.2022.100066
– volume: 24
  start-page: 152
  issue: 1
  year: 2021
  ident: 260_CR56
  publication-title: Educational Technology and Society
– ident: 260_CR2
  doi: 10.1109/ICALT52272.2021.00107
– ident: 260_CR52
  doi: 10.1109/TALE48869.2020.9368432
– volume: 27
  start-page: 475
  issue: 3
  year: 2017
  ident: 260_CR35
  publication-title: International Journal of Artificial Intelligence in Education
  doi: 10.1007/s40593-017-0139-y
– volume: 4
  start-page: 318
  issue: 5–6
  year: 2012
  ident: 260_CR8
  publication-title: International Journal of Technology Enhanced Learning
  doi: 10.1504/IJTEL.2012.051815
– ident: 260_CR30
  doi: 10.1186/s41239-022-00372-4
– volume: 30
  start-page: 496
  issue: 4
  year: 2021
  ident: 260_CR53
  publication-title: Journal of Science Education and Technology
  doi: 10.1007/s10956-020-09894-w
– year: 2019
  ident: 260_CR54
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2019.103599
– volume: 26
  start-page: 99
  issue: 1
  year: 2023
  ident: 260_CR13
  publication-title: Educational Technology and Society
  doi: 10.30191/ETS.202301_26(1).0008
– ident: 260_CR61
  doi: 10.1109/ICISCT52966.2021.9670009
– volume: 77
  start-page: 2849
  issue: 2
  year: 2018
  ident: 260_CR38
  publication-title: Multimedia Tools and Applications
  doi: 10.1007/s11042-017-4467-6
– ident: 260_CR27
  doi: 10.14742/apubs.2016.845
– ident: 260_CR5
  doi: 10.21606/drs.2020.282
– ident: 260_CR9
  doi: 10.3390/app10228196
– volume: 26
  start-page: 95
  issue: 1
  year: 2023
  ident: 260_CR58
  publication-title: Educational Technology and Society
  doi: 10.30191/ETS.202301_26(1).0007
– ident: 260_CR43
  doi: 10.3390/su14074167
– ident: 260_CR55
  doi: 10.1145/2723576.2723602
– ident: 260_CR12
  doi: 10.1007/978-3-030-05324-6_129-1
– volume: 40
  start-page: 5093
  issue: 13
  year: 2013
  ident: 260_CR21
  publication-title: Expert Systems with Applications
  doi: 10.1016/j.eswa.2013.03.030
– ident: 260_CR41
  doi: 10.1109/ICAC57685.2022.10025237
– volume-title: Qualitative research from start to finish
  year: 2015
  ident: 260_CR60
– ident: 260_CR59
  doi: 10.1016/j.caeai.2021.100008
– ident: 260_CR26
  doi: 10.18653/v1/W19-4446
– ident: 260_CR16
– ident: 260_CR22
– ident: 260_CR45
– ident: 260_CR50
– volume: 24
  start-page: 130
  issue: 3
  year: 2021
  ident: 260_CR20
  publication-title: Educational Technology and Society
– ident: 260_CR42
  doi: 10.3390/su131810296
– volume: 23
  start-page: 21
  issue: 1
  year: 2022
  ident: 260_CR49
  publication-title: International Review of Research in Open and Distance Learning
  doi: 10.19173/IRRODL.V22I4.5417
– ident: 260_CR29
  doi: 10.1109/CSCI51800.2020.00169
– ident: 260_CR32
– volume: 52
  start-page: 61
  year: 2022
  ident: 260_CR24
  publication-title: Interaction Design and Architecture(s)
  doi: 10.55612/s-5002-052-004
– ident: 260_CR48
  doi: 10.3390/su14010568
– volume: 29
  start-page: 905
  issue: 6
  year: 2019
  ident: 260_CR57
  publication-title: Interactive Learning Environments
  doi: 10.1080/10494820.2019.1637351
– volume: 5
  start-page: 435
  issue: 4
  year: 2018
  ident: 260_CR7
  publication-title: Journal of Computers in Education
  doi: 10.1007/s40692-018-0122-0
– volume: 372
  start-page: n71
  year: 2021
  ident: 260_CR31
  publication-title: International Journal of Surgery
  doi: 10.1136/bmj.n71
– ident: 260_CR47
  doi: 10.3390/app11020807
– ident: 260_CR4
  doi: 10.1145/2876034.2893414
– ident: 260_CR34
  doi: 10.1007/978-3-030-23207-8_13
– ident: 260_CR44
  doi: 10.3390/su15010209
– volume: 11
  start-page: 190
  issue: 4
  year: 1970
  ident: 260_CR6
  publication-title: IEEE Transactions on Man-Machine Systems
  doi: 10.1109/TMMS.1970.299942
– ident: 260_CR39
  doi: 10.3390/su14148431
– volume: 40
  start-page: 44
  issue: 2
  year: 2019
  ident: 260_CR15
  publication-title: AI Magazine
  doi: 10.1609/aimag.v40i2.2850
– ident: 260_CR46
– ident: 260_CR25
– volume: 9
  start-page: 117097
  year: 2021
  ident: 260_CR33
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2021.3105956
– ident: 260_CR17
  doi: 10.1145/3397453.3397456
SSID ssj0001916359
Score 2.6207001
SecondaryResourceType review_article
Snippet Sustainable education is a crucial aspect of creating a sustainable future, yet it faces several key challenges, including inadequate infrastructure, limited...
Abstract Sustainable education is a crucial aspect of creating a sustainable future, yet it faces several key challenges, including inadequate infrastructure,...
SourceID doaj
proquest
eric
crossref
springer
SourceType Open Website
Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 41
SubjectTerms Access to Computers
Algorithms
Artificial Intelligence
Barriers
Bias
Computers and Education
Customization
Data Use
Education
Education sustainability
Educational Quality
Educational Technology
Information Security
Information technology
Infrastructure
Intelligent tutoring system
Machine learning
Massive open online course
Personalized learning
Privacy
Review
Student Needs
Sustainability
Sustainable education
Teacher Attitudes
Teaching methods
Technology Uses in Education
SummonAdditionalLinks – databaseName: ProQuest Central (New)
  dbid: BENPR
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1Lb9QwEB7B9sIFlUdFoCAfuIHVpHa8DhdE0VZVJSqEqNSbNXYcVAntliYc-u874zibUokeHTuO4_HjG3vmG4D3TSwjYvSyjXHJIcyURLU8JFXFBN-FKixLdhT-dmZOzvXpRX2RD9z6bFY5rYlpoW43gc_ID_hCTNVa6-bz1R_JUaP4djWH0HgMO7QEW7uAnaPV2fcf8ykLoR9VN5O3jDUHvWbMLGmrkolPS978syMl4v77ts8MOu_dk6bt53gXnmbcKL6Mgn4Gj-L6OYdczuYZL-CSs0Y6CHF5h2eTEnfSgxiYtIA-IUYO514MyXBW9LMnlYhTtZ8EipnrWYx-Li_h_Hj18-uJzHEUZNBNOcjaG48E82yovMdIv66VqRUhQVu3lTe6a8oOjU78X9YsFUaSH_qoOmvQRLUHi_VmHV-BqFqkCd2iNVHrzjbWMH7oVAyE_EyJBVRTX7qQScY51sVvl5QNa9zY_44a4VL_u5sCPmzfuRopNh4sfcQi2pZkeuz0YHP9y-XZ5mxFuLJVGLwOukSN_lC3qJoQSeFXoStgjwW8rWR1SkCY2eMK2J9E7vJk7t089Ar4OA2DOfv_bX39cG1v4AkHrx-NY_ZhMVz_jW8J4gz-XR7HtxK9-fg
  priority: 102
  providerName: ProQuest
– databaseName: Springer Nature OA Free Journals
  dbid: C6C
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LS8QwEA4-Ll7EJ1ZXycGbFluTpqk3XVyWBT25sLcwSVMQZBW3HvbfO5O2u6uo4DHNo2lmhnxpZr5h7LzwiQfwNi69zymFmYhB5Nd4VFHOVi51eUKBwg-PajiWo0k2aWlyKBZm9f4-1epqJgnixrizxIH-Kp6vs80sFTmlaeir_vJ_CuIckRVdXMyPXb_sPYGi_7uXM8HLbzeiYaMZ7LDtFiHy20aku2zNT_couXLriLHPnqmqIX7gzyuMmlhYKde8JnoCfAVv2JpnvA4usny2jJnivhv2hgNfsjrzJqLlgI0H90_9YdxmTIidLJI6zqyygIBOu9Ra8PjpUqhMIObTWZlaJasiqUDJwPSlVS7Ao6TAelFpBcqLQ7YxfZ36I8bTEtB0S9DKS1npQitCCpXwDjGeSiBiabeWxrV04pTV4sWEY4VWpll_g5MwYf3NPGIXiz5vDZnGn63vSESLlkSEHR6gfpjWroxOEUGWApyVTiYgwV7LEkThPB7thasidkgCXgxyP0LISzxxEet1Ijet2c4M3bqKTEpZROyyU4Nl9e9zPf5f8xO2RWnrG7eYHtuo3z_8KYKb2p4Frf4Ew1fxzw
  priority: 102
  providerName: Springer Nature
Title Artificial intelligence in intelligent tutoring systems toward sustainable education: a systematic review
URI https://link.springer.com/article/10.1186/s40561-023-00260-y
http://eric.ed.gov/ERICWebPortal/detail?accno=EJ1390214
https://www.proquest.com/docview/2890354449
https://doaj.org/article/81352d3acb4c40a4ab24da39ce8883cf
Volume 10
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwEB6V9tIL4tGKQFn5wA2iJmvH63DbrnapVqJC0Eq9WWPHkSqhLWLDof-eGTvZXSrRXnpJ5EecydiOP9vjbwA-1KEIiMHlTQgTdmEmc5STMU1VtHetL_2k4IPCXy_0-ZVaXlfXO66-2CYs0QMnxZ2akiBCI9E75VWBCt1YNShrH2juJn3Lf18a83YmU3F1hVCPrOrhlIzRp2vFWDmnISqPPFr53T8jUSTsv2_zzGDz3v5oHHYWL-B5jxfFNMn5EvbC6hW7Wu7NMl7DDSclGghxs8OvSYGdcCc6JiugV4jE3bwWXTSYFevtCSoRhmI_CxRbjmeRzrccwdVifjk7z3v_CblXddHlldMOCd4ZXzqHgT5dSV1JQoCmakqnVVsXLWoVeb-MnkgMVG_ogmyNRh3kMeyvblfhDYiyQerIDRodlGpNbTTjhlYGT4hPF5hBOejS-p5cnH1c_LRxkmG0Tfq3JISN-rd3GXzcPPMrUWs8mPuMq2iTk2mxYwQ1Fts3FvtYY8ngmCt4U8h8SQCYWeMyOBmq3PadeG15D1ZWSqk6g09DM9gm_1_Wt08h6zs4ZNf2yXTmBPa733_CewJAnRvBM7P4MoKD6XT5Y0n3s_nFt-8UOxsrvurZKPaGUVwM-AsOcgiJ
linkProvider Directory of Open Access Journals
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB6VcoAL4lURWsAHOIHVJHa8DhJCPLpsn6dW6s3YjoMqod22CUL7p_iNzDjJplSitx6dOLYzHtuf7ZlvAF6XIQ3WBserECYUwkxwKyY5blWUd7XP_CQlR-HDIzU7kXunxeka_Bl8YciscpgT40RdLTydkW_ThZgopJTlx_MLTlGj6HZ1CKHRqcV-WP7GLVvzYfcr9u-bPJ_uHH-Z8T6qAPeyTFteOOUsgh7tM-dswDVLClUIxEW6qDKnZF2mtVUysmFpNRE24N9YF0StlVVBYLl34K4UuJKTZ_r023img1hLFOXgm6PVdiMJoXOshEf2Lr78Z_2LYQKuW1oTxL12KxsXu-lDeNCjVPapU6tHsBbmjynAc28M8gTO6FVHPsHOrrB6YuJKumUtUSRgFaxjjG5YG810WTP6bbEwFPueWTYyS7POq-YpnNyKfDdgfb6Yh2fAssri9FFZrYKUtS61IrRSi-ARZ6rUJpANsjS-pzSnyBo_TdzaaGU6-RtshInyN8sE3q6-Oe8IPW7M_Zm6aJWTyLjjg8XlD9OPbaMzRLGVsN5JL1MrrctlZUXpg9Za-DqBDergVSE7ewi7iasuga2hy00_dTRmVPQE3g1qML7-f1uf31zaK7g3Oz48MAe7R_ubcD8nnYxmOVuw3l7-Ci8QXLXuZdRoBt9vewj9Bf9qNSs
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB6VIiEuiFdFaAEf4ARRk9jxOkgcYNtVH1BxoFJvZuxMUCW0rZpUaP8VP5Gxk-yWCpA49JjYmTj22P4mnvkG4GVFGSGSS2uiSUhhJlOUk4JNFe1d43M_yUKg8KcjvXesDk7KkzX4OcbCRG_38Uiyj2kILE3zbvu8bvopbvR2qwLwTXm_SSMpVroY3CoPafGDjbb23f4Oj_CropjtfpnupUNegdSrKuvS0mmHDHuMz51DYilK6lIyMjJlnTutmiprUKvIh2X0RCLx96Aj2RiNmiTLvQW32TLKg7k31dPVXx1GW7KsxuicPzb1tx0wJgq47msdQO61c9m43c3uw70Bp4r3vWI9gDWaPwwpngd3kEdwGop6-glxeoXXky-uXHeiCyQJ_ArRc0a3oouOuqJdRW4JGsW-FShW3NKij6t5DMc30r8bsD4_m9MTEHmNvIDUaDQp1ZjK6IBXGkmekabOMIF87EvrB1LzkFvju43GjdG273_LjbCx_-0igdfLZ857So9_1v4QhmhZM9BxxxtnF9_sMLutyRnH1hK9U15lqNAVqkZZeTLGSN8ksBEGeClk94CBd2CrS2BrHHI7LB6tDWe_slRKVQm8GdVgVfz3tj79v-ov4M7nnZn9uH90uAl3i6Ci0U9nC9a7i0t6xmirc8-jggv4etMz6he8tTbR
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Artificial+intelligence+in+intelligent+tutoring+systems+toward+sustainable+education%3A+a+systematic+review&rft.jtitle=Smart+learning+environments&rft.au=Chien-Chang+Lin&rft.au=Anna+Y.+Q.+Huang&rft.au=Owen+H.+T.+Lu&rft.date=2023-12-01&rft.pub=SpringerOpen&rft.eissn=2196-7091&rft.volume=10&rft.issue=1&rft.spage=1&rft.epage=22&rft_id=info:doi/10.1186%2Fs40561-023-00260-y&rft.externalDBID=DOA&rft.externalDocID=oai_doaj_org_article_81352d3acb4c40a4ab24da39ce8883cf
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2196-7091&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2196-7091&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2196-7091&client=summon