{"id":"https://openalex.org/W7225634205","doi":"https://doi.org/10.54855/ijaile.26332","title":"From Vibe Coding to Guardrailed Vibe Writing for Non-English-Major EFL Students: A Conceptual Framework and Pedagogical Proposal","display_name":"From Vibe Coding to Guardrailed Vibe Writing for Non-English-Major EFL Students: A Conceptual Framework and Pedagogical Proposal","publication_year":2026,"publication_date":"2026-11-09","ids":{"openalex":"https://openalex.org/W7225634205","doi":"https://doi.org/10.54855/ijaile.26332"},"language":"en","primary_location":{"id":"doi:10.54855/ijaile.26332","doi":"https://doi.org/10.54855/ijaile.26332","is_oa":true,"landing_page_url":"https://doi.org/10.54855/ijaile.26332","pdf_url":"https://ijaile.org/index.php/ijaile/article/download/96/40","source":{"id":"https://openalex.org/S4404663905","display_name":"International journal of AI in language education.","issn_l":"3065-0216","issn":["3065-0216"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of AI in Language Education","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ijaile.org/index.php/ijaile/article/download/96/40","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056114615","display_name":"Vuong T. Pham","orcid":"https://orcid.org/0000-0002-3879-9677","observed_orcids":["https://orcid.org/0000-0002-3879-9677"]},"institutions":[{"id":"https://openalex.org/I47807185","display_name":"Saigon University","ror":"https://ror.org/01f1fsr30","country_code":"VN","type":"education","lineage":["https://openalex.org/I47807185"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"T Vuong Pham","raw_affiliation_strings":["Saigon University, Vietnam"],"raw_orcid":"https://orcid.org/0000-0002-3879-9677","affiliations":[{"raw_affiliation_string":"Saigon University, Vietnam","institution_ids":["https://openalex.org/I47807185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094285450","display_name":"V\u01b0\u01a1ng Th\u1ea3o Nguy\u00ean","orcid":"https://orcid.org/0009-0003-2905-8572","observed_orcids":["https://orcid.org/0009-0003-2905-8572"]},"institutions":[{"id":"https://openalex.org/I4405277486","display_name":"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc Khoa h\u1ecdc v\u00e0 C\u00f4ng ngh\u1ec7 H\u00e0 N\u1ed9i","ror":"https://ror.org/02wdwrr89","country_code":"VN","type":"education","lineage":["https://openalex.org/I4405277486"]},{"id":"https://openalex.org/I47807185","display_name":"Saigon University","ror":"https://ror.org/01f1fsr30","country_code":"VN","type":"education","lineage":["https://openalex.org/I47807185"]},{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Vuong Thao Nguyen","raw_affiliation_strings":["Hanoi University of Science and Technology, Vietnam","Saigon University"],"raw_orcid":"https://orcid.org/0009-0003-2905-8572","affiliations":[{"raw_affiliation_string":"Hanoi University of Science and Technology, Vietnam","institution_ids":["https://openalex.org/I4405277486","https://openalex.org/I94518387"]},{"raw_affiliation_string":"Saigon University","institution_ids":["https://openalex.org/I47807185"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5161118623","display_name":"Anh Huy Phan","orcid":"https://orcid.org/0009-0002-5209-4937","observed_orcids":["https://orcid.org/0009-0002-5209-4937"]},"institutions":[{"id":"https://openalex.org/I47807185","display_name":"Saigon University","ror":"https://ror.org/01f1fsr30","country_code":"VN","type":"education","lineage":["https://openalex.org/I47807185"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Anh Huy Phan","raw_affiliation_strings":["Saigon University, Vietnam"],"raw_orcid":"https://orcid.org/0009-0002-5209-4937","affiliations":[{"raw_affiliation_string":"Saigon University, Vietnam","institution_ids":["https://openalex.org/I47807185"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"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":"3","issue":"3","first_page":"24","last_page":"42"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10021","display_name":"EFL/ESL Teaching and Learning","score":0.8984000086784363,"subfield":{"id":"https://openalex.org/subfields/1203","display_name":"Language and Linguistics"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10021","display_name":"EFL/ESL Teaching and Learning","score":0.8984000086784363,"subfield":{"id":"https://openalex.org/subfields/1203","display_name":"Language and Linguistics"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14516","display_name":"English Language Learning and Teaching","score":0.04320000112056732,"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/T14414","display_name":"Artificial Intelligence in Education","score":0.03150000050663948,"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/vibe-coding","display_name":"vibe coding","score":0.8339999914169312},{"id":"https://openalex.org/keywords/efl-writing-instruction","display_name":"EFL writing instruction","score":0.7409999966621399},{"id":"https://openalex.org/keywords/non-english-major-students","display_name":"non-English majors","score":0.9520000219345093},{"id":"https://openalex.org/keywords/higher-education-in-vietnam","display_name":"Vietnamese higher education","score":0.7059999704360962},{"id":"https://openalex.org/keywords/generative-ai-in-writing","display_name":"generative AI in writing","score":0.671999990940094},{"id":"https://openalex.org/keywords/human-ai-collaboration","display_name":"human-AI collaboration","score":0.7599999904632568},{"id":"https://openalex.org/keywords/cognitive-load-theory","display_name":"cognitive load theory","score":0.8450000286102295},{"id":"https://openalex.org/keywords/student-self-regulation","display_name":"student self-regulation","score":0.9879999756813049},{"id":"https://openalex.org/keywords/contrastive-rhetoric","display_name":"contrastive rhetoric","score":0.996999979019165},{"id":"https://openalex.org/keywords/metalinguistic-awareness","display_name":"metalinguistic awareness","score":0.7979999780654907},{"id":"https://openalex.org/keywords/metacognitive-reflection","display_name":"metacognitive reflection","score":0.8880000114440918},{"id":"https://openalex.org/keywords/revision","display_name":"revision","score":0.41999998688697815},{"id":"https://openalex.org/keywords/cognitive-debt","display_name":"cognitive debt","score":0.753000020980835},{"id":"https://openalex.org/keywords/academic-integrity","display_name":"academic integrity","score":0.8550000190734863}],"concepts":[{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.5989000201225281},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.570900022983551},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.5196999907493591},{"id":"https://openalex.org/C192562157","wikidata":"https://www.wikidata.org/wiki/Q316694","display_name":"Rhetorical question","level":2,"score":0.5113999843597412},{"id":"https://openalex.org/C118147538","wikidata":"https://www.wikidata.org/wiki/Q1126970","display_name":"Metacognition","level":3,"score":0.5042999982833862},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.4941999912261963},{"id":"https://openalex.org/C103621254","wikidata":"https://www.wikidata.org/wiki/Q9199","display_name":"Vietnamese","level":2,"score":0.4722000062465668},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.42010000348091125},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.41589999198913574},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.4041000008583069},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3393999934196472},{"id":"https://openalex.org/C194995250","wikidata":"https://www.wikidata.org/wiki/Q531136","display_name":"Affordance","level":2,"score":0.325300008058548},{"id":"https://openalex.org/C114010052","wikidata":"https://www.wikidata.org/wiki/Q150352","display_name":"Foreign language","level":2,"score":0.3203999996185303},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.31790000200271606},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2973000109195709},{"id":"https://openalex.org/C2986378755","wikidata":"https://www.wikidata.org/wiki/Q130192","display_name":"English as a foreign language","level":2,"score":0.29600000381469727},{"id":"https://openalex.org/C2987496018","wikidata":"https://www.wikidata.org/wiki/Q1860","display_name":"English language","level":2,"score":0.28610000014305115},{"id":"https://openalex.org/C1370556","wikidata":"https://www.wikidata.org/wiki/Q81009","display_name":"Rhetoric","level":2,"score":0.28519999980926514},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.28380000591278076},{"id":"https://openalex.org/C11693617","wikidata":"https://www.wikidata.org/wiki/Q181839","display_name":"Pragmatics","level":2,"score":0.2782999873161316},{"id":"https://openalex.org/C61641136","wikidata":"https://www.wikidata.org/wiki/Q1107019","display_name":"Cognitive load","level":3,"score":0.27810001373291016},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.2759000062942505},{"id":"https://openalex.org/C74672266","wikidata":"https://www.wikidata.org/wiki/Q815859","display_name":"Language acquisition","level":2,"score":0.26260000467300415},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.2605000138282776},{"id":"https://openalex.org/C166052673","wikidata":"https://www.wikidata.org/wiki/Q83021","display_name":"Empirical evidence","level":2,"score":0.2556999921798706},{"id":"https://openalex.org/C207551092","wikidata":"https://www.wikidata.org/wiki/Q508969","display_name":"Cognitive linguistics","level":3,"score":0.2531000077724457},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.2517000138759613}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.54855/ijaile.26332","doi":"https://doi.org/10.54855/ijaile.26332","is_oa":true,"landing_page_url":"https://doi.org/10.54855/ijaile.26332","pdf_url":"https://ijaile.org/index.php/ijaile/article/download/96/40","source":{"id":"https://openalex.org/S4404663905","display_name":"International journal of AI in language education.","issn_l":"3065-0216","issn":["3065-0216"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of AI in Language Education","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.54855/ijaile.26332","doi":"https://doi.org/10.54855/ijaile.26332","is_oa":true,"landing_page_url":"https://doi.org/10.54855/ijaile.26332","pdf_url":"https://ijaile.org/index.php/ijaile/article/download/96/40","source":{"id":"https://openalex.org/S4404663905","display_name":"International journal of AI in language education.","issn_l":"3065-0216","issn":["3065-0216"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of AI in Language Education","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.975600004196167}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225634205.pdf","grobid_xml":"https://content.openalex.org/works/W7225634205.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1514520715","https://openalex.org/W2013581611","https://openalex.org/W2084412866","https://openalex.org/W2117766479","https://openalex.org/W2130736456","https://openalex.org/W2793493211","https://openalex.org/W2913144876","https://openalex.org/W3012440800","https://openalex.org/W3215201135","https://openalex.org/W4230517813","https://openalex.org/W4302952281","https://openalex.org/W4362585490","https://openalex.org/W4379193309","https://openalex.org/W4385174759","https://openalex.org/W4386506494","https://openalex.org/W4386510404","https://openalex.org/W4389793309","https://openalex.org/W4400578758","https://openalex.org/W4407383063","https://openalex.org/W4414552639","https://openalex.org/W4414690271","https://openalex.org/W4417071123","https://openalex.org/W4417258000","https://openalex.org/W7170180282","https://openalex.org/W7213418554"],"related_works":["https://openalex.org/W4417071123","https://openalex.org/W7223107619","https://openalex.org/W7159909315","https://openalex.org/W7204908476","https://openalex.org/W7217777440","https://openalex.org/W7166803760","https://openalex.org/W4412948105","https://openalex.org/W7166587502","https://openalex.org/W4405657105","https://openalex.org/W7225397924"],"abstract_inverted_index":{"Vibe":[0,76],"coding":[1,26],"is":[2],"an":[3],"iterative,":[4],"natural-language":[5],"approach":[6],"to":[7,28,82,148],"human-AI":[8],"collaboration":[9],"and":[10,33,60,68,90,110,140,144],"offers":[11],"new":[12],"possibilities":[13],"for":[14,23,36,157],"writing":[15,35,133,165],"pedagogy.":[16],"This":[17],"conceptual":[18],"paper":[19,72,125],"proposes":[20,145],"a":[21,42,53],"framework":[22,95,153],"applying":[24],"vibe":[25],"principles":[27],"the":[29,71,74,118],"teaching":[30],"of":[31,57],"academic":[32,141],"professional":[34],"non-English-major":[37,163],"students":[38],"learning":[39],"English":[40],"as":[41,135],"foreign":[43],"language":[44],"(EFL),":[45],"particularly":[46],"in":[47],"Vietnamese":[48],"higher":[49],"education.":[50],"Based":[51],"on":[52,62],"structured":[54],"narrative":[55],"synthesis":[56],"selected":[58],"literature,":[59],"drawing":[61],"cognitive":[63,136],"load":[64],"theory,":[65],"self-regulated":[66],"learning,":[67],"contrastive":[69],"rhetoric,":[70],"introduces":[73],"Guardrailed":[75],"Writing":[77],"(GVW)":[78],"approach,":[79],"which":[80],"aims":[81],"reduce":[83],"linguistic":[84],"barriers":[85],"while":[86],"supporting":[87],"higher-order":[88],"rhetorical":[89],"critical":[91],"thinking":[92],"skills.":[93],"The":[94,124,151],"includes":[96],"five":[97],"key":[98],"components:":[99],"intentional":[100],"prompting,":[101],"AI-mediated":[102],"scaffolding":[103],"with":[104,131],"human":[105],"oversight,":[106],"meta-languaging,":[107],"documented":[108],"revision,":[109],"metacognitive":[111],"reflection.":[112],"No":[113],"learner":[114],"data":[115],"are":[116],"reported;":[117],"proposed":[119],"benefits":[120],"require":[121],"empirical":[122],"testing.":[123],"also":[126],"discusses":[127],"potential":[128],"risks":[129],"associated":[130],"AI-assisted":[132],"such":[134],"debt,":[137],"voice":[138],"homogenization,":[139],"integrity":[142],"issues,":[143],"pedagogical":[146],"strategies":[147],"address":[149],"them.":[150],"GVW":[152],"provides":[154],"practical":[155],"guidance":[156],"integrating":[158],"generative":[159],"AI":[160],"responsibly":[161],"into":[162],"EFL":[164],"instruction.":[166]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-11-10T00:00:00"}