{"id":"https://openalex.org/W4412090477","doi":"https://doi.org/10.1145/3719487.3719519","title":"A Systematic Literature Review of the Practical Applications of Artificial Intelligence-Generated Content (AIGC) Using OpenAI ChatGPT, Copilot, and Codex in Programming Education","display_name":"A Systematic Literature Review of the Practical Applications of Artificial Intelligence-Generated Content (AIGC) Using OpenAI ChatGPT, Copilot, and Codex in Programming Education","publication_year":2024,"publication_date":"2024-11-23","ids":{"openalex":"https://openalex.org/W4412090477","doi":"https://doi.org/10.1145/3719487.3719519"},"language":"en","primary_location":{"id":"doi:10.1145/3719487.3719519","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3719487.3719519","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceeding of the 2024 8th International Conference on Education and E-Learning","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3719487.3719519","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Chi-In Chang","orcid":"https://orcid.org/0009-0001-6036-9016"},"institutions":[{"id":"https://openalex.org/I44829897","display_name":"Golden Gate University","ror":"https://ror.org/01wj7vt66","country_code":"US","type":"education","lineage":["https://openalex.org/I44829897"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chi-In Chang","raw_affiliation_strings":["Department of Psychology, Golden Gate University, San Francisco, USA"],"raw_orcid":"https://orcid.org/0009-0001-6036-9016","affiliations":[{"raw_affiliation_string":"Department of Psychology, Golden Gate University, San Francisco, USA","institution_ids":["https://openalex.org/I44829897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021215130","display_name":"Wan Chong Choi","orcid":"https://orcid.org/0000-0002-8415-6998"},"institutions":[{"id":"https://openalex.org/I180949307","display_name":"Illinois Institute of Technology","ror":"https://ror.org/037t3ry66","country_code":"US","type":"education","lineage":["https://openalex.org/I180949307"]},{"id":"https://openalex.org/I49835588","display_name":"Macao Polytechnic University","ror":"https://ror.org/02sf5td35","country_code":"MO","type":"education","lineage":["https://openalex.org/I49835588"]}],"countries":["MO","US"],"is_corresponding":false,"raw_author_name":"Wan-Chong Choi","raw_affiliation_strings":["Department of Computer Science, Illinois Institute of Technology, Chicago, USA, and Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China"],"raw_orcid":"https://orcid.org/0000-0002-8415-6998","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Illinois Institute of Technology, Chicago, USA, and Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China","institution_ids":["https://openalex.org/I49835588","https://openalex.org/I180949307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102653337","display_name":"Iek Chong Choi","orcid":"https://orcid.org/0009-0000-0241-7166"},"institutions":[{"id":"https://openalex.org/I6469544","display_name":"City University of Macau","ror":"https://ror.org/04gpd4q15","country_code":"MO","type":"education","lineage":["https://openalex.org/I6469544"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Iek-Chong Choi","raw_affiliation_strings":["School of Education, City University of Macau, Macao SAR, China"],"raw_orcid":"https://orcid.org/0009-0000-0241-7166","affiliations":[{"raw_affiliation_string":"School of Education, City University of Macau, Macao SAR, China","institution_ids":["https://openalex.org/I6469544"]}]},{"author_position":"last","author":{"id":null,"display_name":"Huey Lei","orcid":"https://orcid.org/0000-0003-1369-3064"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Huey Lei","raw_affiliation_strings":["Faculty of Education, The University of Hong Kong, Hong Kong SAR, China"],"raw_orcid":"https://orcid.org/0000-0003-1369-3064","affiliations":[{"raw_affiliation_string":"Faculty of Education, The University of Hong Kong, Hong Kong SAR, China","institution_ids":["https://openalex.org/I889458895"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4803,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.68466359,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"13","last_page":"19"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9818000197410583,"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"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9818000197410583,"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/T11122","display_name":"Online Learning and Analytics","score":0.9333999752998352,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.9327999949455261,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4869459867477417},{"id":"https://openalex.org/keywords/content","display_name":"Content (measure theory)","score":0.4259999990463257},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3496251106262207},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07427087426185608}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4869459867477417},{"id":"https://openalex.org/C2778152352","wikidata":"https://www.wikidata.org/wiki/Q5165061","display_name":"Content (measure theory)","level":2,"score":0.4259999990463257},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3496251106262207},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07427087426185608},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3719487.3719519","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3719487.3719519","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceeding of the 2024 8th International Conference on Education and E-Learning","raw_type":"proceedings-article"},{"id":"pmh:oai:hub.hku.hk:10722/359547","is_oa":false,"landing_page_url":"https://hub.hku.hk/handle/10722/359547","pdf_url":null,"source":{"id":"https://openalex.org/S4377196271","display_name":"The HKU Scholars Hub (University of Hong Kong)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I889458895","host_organization_name":"University of Hong Kong","host_organization_lineage":["https://openalex.org/I889458895"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference_Paper"}],"best_oa_location":{"id":"doi:10.1145/3719487.3719519","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3719487.3719519","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceeding of the 2024 8th International Conference on Education and E-Learning","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.6499999761581421}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2147070375","https://openalex.org/W2981863007","https://openalex.org/W4283705032","https://openalex.org/W4317502110","https://openalex.org/W4323033785","https://openalex.org/W4366420437","https://openalex.org/W4366516900","https://openalex.org/W4381586920","https://openalex.org/W4381587445","https://openalex.org/W4382652859","https://openalex.org/W4382653968","https://openalex.org/W4382654255","https://openalex.org/W4382654843","https://openalex.org/W4386584937","https://openalex.org/W4387030579","https://openalex.org/W4387129749","https://openalex.org/W4387224226","https://openalex.org/W4387730663","https://openalex.org/W4387773918","https://openalex.org/W4389100262","https://openalex.org/W4389762775","https://openalex.org/W4390870720","https://openalex.org/W4391031064","https://openalex.org/W4391116642","https://openalex.org/W4391432468","https://openalex.org/W4391584372","https://openalex.org/W4391842038","https://openalex.org/W4391881321","https://openalex.org/W4392154075","https://openalex.org/W4392484243","https://openalex.org/W4392484257","https://openalex.org/W4392774538","https://openalex.org/W4398796607","https://openalex.org/W4401105846","https://openalex.org/W4405627121","https://openalex.org/W4412119749","https://openalex.org/W6893007039"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"This":[0],"systematic":[1],"literature":[2],"review":[3,23,66,93],"investigated":[4],"the":[5,53,122],"practical":[6],"applications":[7,70],"of":[8,55,71,125,160],"Artificial":[9],"Intelligence-Generated":[10],"Content":[11],"(AIGC)":[12],"tools,":[13,127],"specifically":[14],"ChatGPT,":[15,56],"Copilot,":[16],"and":[17,28,40,89,94,99,103,108,114,134,142,154],"Codex,":[18],"in":[19,49,74,81,132,140],"programming":[20,63,75,83,170],"education.":[21,64,171],"The":[22,43,65],"synthesized":[24],"current":[25],"research":[26,50,147],"trends":[27],"key":[29],"applications,":[30],"with":[31,57],"a":[32,46,157],"particular":[33],"focus":[34],"on":[35,61,118],"large":[36],"language":[37],"models":[38],"(LLMs)":[39],"advanced":[41],"chatbots.":[42],"findings":[44],"revealed":[45],"significant":[47],"increase":[48],"interest":[51],"following":[52],"release":[54],"most":[58],"studies":[59],"concentrating":[60],"university-level":[62],"identified":[67],"eight":[68],"primary":[69,133],"AIGC":[72,161],"tools":[73,162],"education,":[76,136],"including":[77],"evaluating":[78],"AI":[79],"performance":[80],"solving":[82],"tasks,":[84],"providing":[85],"AI-driven":[86],"code":[87],"generation":[88],"assistance,":[90],"automating":[91],"assessment":[92],"feedback,":[95],"delivering":[96],"personalized":[97],"learning":[98,144],"tutoring,":[100],"supporting":[101],"educators":[102],"instructional":[104],"design,":[105],"investigating":[106],"educator":[107],"student":[109],"perceptions,":[110],"checking":[111],"for":[112,168],"plagiarism,":[113],"exploring":[115],"AI's":[116],"impact":[117],"curriculum":[119],"design.":[120],"Despite":[121],"promising":[123],"potential":[124,167],"these":[126,152],"critical":[128],"gaps":[129],"remained,":[130],"particularly":[131],"secondary":[135],"as":[137,139],"well":[138],"online":[141],"blended":[143],"environments.":[145],"Future":[146],"was":[148],"recommended":[149],"to":[150,155,163],"address":[151],"areas":[153],"explore":[156],"broader":[158],"range":[159],"unlock":[164],"their":[165],"full":[166],"enhancing":[169]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
