{"id":"https://openalex.org/W7220148209","doi":null,"title":"\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e1b\u0e31\u0e0d\u0e0d\u0e32\u0e1b\u0e23\u0e30\u0e14\u0e34\u0e29\u0e10\u0e4c (AI) \u0e43\u0e19\u0e01\u0e32\u0e23\u0e1e\u0e31\u0e12\u0e19\u0e32\u0e01\u0e32\u0e23\u0e28\u0e36\u0e01\u0e29\u0e32\u0e23\u0e30\u0e14\u0e31\u0e1a\u0e2d\u0e38\u0e14\u0e21\u0e28\u0e36\u0e01\u0e29\u0e32: \u0e01\u0e32\u0e23\u0e28\u0e36\u0e01\u0e29\u0e32\u0e27\u0e23\u0e23\u0e13\u0e01\u0e23\u0e23\u0e21\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e40\u0e1b\u0e47\u0e19\u0e23\u0e30\u0e1a\u0e1a\u0e41\u0e25\u0e30\u0e41\u0e19\u0e27\u0e42\u0e19\u0e49\u0e21\u0e2d\u0e19\u0e32\u0e04\u0e15","display_name":"\u0e01\u0e32\u0e23\u0e43\u0e0a\u0e49\u0e1b\u0e31\u0e0d\u0e0d\u0e32\u0e1b\u0e23\u0e30\u0e14\u0e34\u0e29\u0e10\u0e4c (AI) \u0e43\u0e19\u0e01\u0e32\u0e23\u0e1e\u0e31\u0e12\u0e19\u0e32\u0e01\u0e32\u0e23\u0e28\u0e36\u0e01\u0e29\u0e32\u0e23\u0e30\u0e14\u0e31\u0e1a\u0e2d\u0e38\u0e14\u0e21\u0e28\u0e36\u0e01\u0e29\u0e32: \u0e01\u0e32\u0e23\u0e28\u0e36\u0e01\u0e29\u0e32\u0e27\u0e23\u0e23\u0e13\u0e01\u0e23\u0e23\u0e21\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e40\u0e1b\u0e47\u0e19\u0e23\u0e30\u0e1a\u0e1a\u0e41\u0e25\u0e30\u0e41\u0e19\u0e27\u0e42\u0e19\u0e49\u0e21\u0e2d\u0e19\u0e32\u0e04\u0e15","publication_year":2026,"publication_date":"2026-06-16","ids":{"openalex":"https://openalex.org/W7220148209"},"language":"en","primary_location":{"id":"pmh:oai:so03.tci-thaijo.org:article/288535","doi":null,"is_oa":true,"landing_page_url":"https://so03.tci-thaijo.org/index.php/Humanties-up/article/view/288535","pdf_url":"https://so03.tci-thaijo.org/index.php/Humanties-up/article/download/288535/194317","source":{"id":"https://openalex.org/S4394736484","display_name":"Trends of Humanities and Social Sciences Research","issn_l":"2286-9395","issn":["2286-9395","2697-441X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2286-9395","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://so03.tci-thaijo.org/index.php/Humanties-up/article/download/288535/194317","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5117794709","display_name":"Manoch Boonmanit","orcid":"https://orcid.org/0009-0005-9849-3935","observed_orcids":["https://orcid.org/0009-0005-9849-3935"]},"institutions":[{"id":"https://openalex.org/I3130092579","display_name":"Mahachulalongkornrajavidyalaya University","ror":"https://ror.org/02amxp214","country_code":"TH","type":"education","lineage":["https://openalex.org/I3130092579"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Boonmanit, Manoch","raw_affiliation_strings":["Bachelor of Education Program, Ratchaburi Buddhist College, Mahachulalongkornrajavidyalaya University, Ratchaburi 70130"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bachelor of Education Program, Ratchaburi Buddhist College, Mahachulalongkornrajavidyalaya University, Ratchaburi 70130","institution_ids":["https://openalex.org/I3130092579"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5153839563","display_name":"Pensri Chirinang","orcid":"https://orcid.org/0009-0008-2124-4860","observed_orcids":["https://orcid.org/0009-0008-2124-4860"]},"institutions":[{"id":"https://openalex.org/I4210088080","display_name":"Rajamangala University of Technology Rattanakosin","ror":"https://ror.org/003h4kj85","country_code":"TH","type":"education","lineage":["https://openalex.org/I10245363","https://openalex.org/I4210088080"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Chirinang, Pensri","raw_affiliation_strings":["Doctor of Public Administration Program, Rattanakosin College of Innovation Management, Rajamangala University of Technology Rattanakosin, Nakhonphatom 73170"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Doctor of Public Administration Program, Rattanakosin College of Innovation Management, Rajamangala University of Technology Rattanakosin, Nakhonphatom 73170","institution_ids":["https://openalex.org/I4210088080"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5117433221","display_name":"Phongsak Phakamach","orcid":"https://orcid.org/0009-0002-6387-0292","observed_orcids":["https://orcid.org/0009-0002-6387-0292"]},"institutions":[{"id":"https://openalex.org/I4210088080","display_name":"Rajamangala University of Technology Rattanakosin","ror":"https://ror.org/003h4kj85","country_code":"TH","type":"education","lineage":["https://openalex.org/I10245363","https://openalex.org/I4210088080"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Phakamach, Phongsak","raw_affiliation_strings":["Master of Education Program, Rattanakosin International College of Creative Entrepreneurship, Rajamangala University of Technology Rattanakosin, Nakhonphatom 73170"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Master of Education Program, Rattanakosin International College of Creative Entrepreneurship, Rajamangala University of Technology Rattanakosin, Nakhonphatom 73170","institution_ids":["https://openalex.org/I4210088080"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12260","display_name":"Educational Technology and Pedagogy","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence-in-education","display_name":"artificial intelligence in education","score":0.9369999766349792},{"id":"https://openalex.org/keywords/higher-education","display_name":"higher education","score":0.8989999890327454},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"personalized learning","score":0.9810000061988831},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"adaptive learning","score":0.996999979019165},{"id":"https://openalex.org/keywords/intelligent-tutoring-systems","display_name":"intelligent tutoring systems","score":0.9990000128746033},{"id":"https://openalex.org/keywords/automated-assessment","display_name":"automated assessment","score":0.7730000019073486},{"id":"https://openalex.org/keywords/academic-success-prediction","display_name":"academic success prediction","score":0.8199999928474426},{"id":"https://openalex.org/keywords/student-information-management","display_name":"student data management","score":0.8690000176429749},{"id":"https://openalex.org/keywords/curriculum-development","display_name":"curriculum development","score":0.6890000104904175},{"id":"https://openalex.org/keywords/data-privacy","display_name":"data privacy","score":0.7720000147819519},{"id":"https://openalex.org/keywords/ai-implementation-challenges","display_name":"AI implementation challenges","score":0.7480000257492065}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.590499997138977},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5552999973297119},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.5461000204086304},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4641999900341034},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.43810001015663147},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4262999892234802},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.39419999718666077},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3711000084877014},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.3644999861717224},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.35280001163482666},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.31380000710487366},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.2962999939918518},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.27219998836517334},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.2606000006198883},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.25920000672340393},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:so03.tci-thaijo.org:article/288535","doi":null,"is_oa":true,"landing_page_url":"https://so03.tci-thaijo.org/index.php/Humanties-up/article/view/288535","pdf_url":"https://so03.tci-thaijo.org/index.php/Humanties-up/article/download/288535/194317","source":{"id":"https://openalex.org/S4394736484","display_name":"Trends of Humanities and Social Sciences Research","issn_l":"2286-9395","issn":["2286-9395","2697-441X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2286-9395","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:so03.tci-thaijo.org:article/288535","doi":null,"is_oa":true,"landing_page_url":"https://so03.tci-thaijo.org/index.php/Humanties-up/article/view/288535","pdf_url":"https://so03.tci-thaijo.org/index.php/Humanties-up/article/download/288535/194317","source":{"id":"https://openalex.org/S4394736484","display_name":"Trends of Humanities and Social Sciences Research","issn_l":"2286-9395","issn":["2286-9395","2697-441X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2286-9395","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"score":0.975600004196167,"id":"https://metadata.un.org/sdg/4","display_name":"Quality education"}],"study_designs":[{"id":"https://openalex.org/study-designs/systematic-review","display_name":"Systematic Review"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7220148209.pdf","grobid_xml":"https://content.openalex.org/works/W7220148209.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4412457989","https://openalex.org/W7215666323","https://openalex.org/W6962630372","https://openalex.org/W4410596370","https://openalex.org/W4408395718","https://openalex.org/W4409989718","https://openalex.org/W7165004785","https://openalex.org/W4408765451","https://openalex.org/W7078404276","https://openalex.org/W7217147517"],"abstract_inverted_index":{"This":[0],"study":[1],"aims":[2],"to":[3,43,101,104,143,154,215,222],"investigate":[4],"the":[5,12,34,71,144,166,188,204],"application":[6],"of":[7,14,25,30,70,93,131,148,168,207],"artificial":[8],"intelligence":[9],"(AI)":[10],"in":[11,33,85,114,161,182,209,219,226],"development":[13],"higher":[15,210],"education":[16,35],"through":[17,60],"a":[18,39,61,82],"systematic":[19,62],"literature":[20,63],"review":[21],"and":[22,28,45,53,89,98,108,120,146,158,179,195,200],"an":[23,67],"analysis":[24,122],"future":[26,229],"trends":[27,130],"directions":[29],"AI":[31,80,111,132,160,169,208,221],"use":[32,206],"sector.":[36],"It":[37],"employs":[38],"documentary":[40,72],"research":[41,51,73],"methodology":[42],"collect":[44],"analyze":[46],"data":[47,57,97,121,163,177],"from":[48],"academic":[49,126],"literature,":[50],"articles,":[52],"relevant":[54,196],"reports.":[55],"The":[56,75],"was":[58],"analyzed":[59],"review,":[64],"which":[65],"is":[66,112,191],"integral":[68],"part":[69],"methodology.":[74],"findings":[76],"indicate":[77],"that":[78,139,152,193,202],"1)":[79],"plays":[81],"crucial":[83],"role":[84],"supporting":[86],"personalized":[87],"learning":[88,96,107,137],"adaptive":[90],"learning,":[91],"capable":[92],"analyzing":[94],"student":[95,162],"adapting":[99],"content":[100],"each":[102],"individual":[103],"promote":[105,203],"optimal":[106,205],"achievement.":[109],"Furthermore,":[110],"utilized":[113],"intelligent":[115],"tutoring":[116],"systems,":[117],"automatic":[118],"assessment,":[119],"systems":[123,138],"for":[124],"predicting":[125],"success.":[127],"2)":[128],"Future":[129],"will":[133],"focus":[134],"on":[135,187],"developing":[136],"can":[140],"adapt":[141],"specifically":[142],"needs":[145],"context":[147],"learners,":[149],"designing":[150],"curricula":[151],"respond":[153],"labor":[155],"market":[156],"demands,":[157],"using":[159,220],"management.":[164],"However,":[165],"implementation":[167],"still":[170],"faces":[171],"challenges":[172],"such":[173,184],"as":[174],"infrastructure":[175],"readiness,":[176],"privacy,":[178],"educators\u2019":[180],"competency":[181],"utilizing":[183],"technology.":[185],"Based":[186],"findings,":[189],"it":[190],"recommended":[192],"universities":[194],"agencies":[197],"develop":[198],"policies":[199],"guidelines":[201],"education,":[211],"including":[212],"training":[213],"educators":[214],"enhance":[216],"their":[217],"potential":[218],"improve":[223],"educational":[224],"quality":[225],"line":[227],"with":[228],"trends.":[230]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-10-05T00:00:00"}