{"id":"https://openalex.org/W4396605334","doi":"https://doi.org/10.1109/tlt.2024.3396735","title":"Toward an AI Knowledge Assistant for Context-Aware Learning Experiences in Software Capstone Project Development","display_name":"Toward an AI Knowledge Assistant for Context-Aware Learning Experiences in Software Capstone Project Development","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4396605334","doi":"https://doi.org/10.1109/tlt.2024.3396735"},"language":"en","primary_location":{"id":"doi:10.1109/tlt.2024.3396735","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2024.3396735","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083484581","display_name":"Andr\u00e9s Neyem","orcid":"https://orcid.org/0000-0002-5734-722X"},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":true,"raw_author_name":"Andr\u00e9s Neyem","raw_affiliation_strings":["Department of Computer Science, Faculty of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039764508","display_name":"Luis A. Gonz\u00e1lez","orcid":"https://orcid.org/0000-0001-7210-2186"},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Luis A. Gonz\u00e1lez","raw_affiliation_strings":["Department of Computer Science, Faculty of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033526663","display_name":"Marcelo Mendoza","orcid":"https://orcid.org/0000-0002-7969-6041"},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Marcelo Mendoza","raw_affiliation_strings":["Department of Computer Science, Faculty of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012543398","display_name":"Juan Pablo Sandoval Alcocer","orcid":"https://orcid.org/0000-0002-8335-4351"},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Juan Pablo Sandoval Alcocer","raw_affiliation_strings":["Department of Computer Science, Faculty of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094092656","display_name":"Leonardo Centellas-Claros","orcid":"https://orcid.org/0009-0008-3396-9332"},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Leonardo Centellas","raw_affiliation_strings":["Department of Computer Science, Faculty of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5094092657","display_name":"Carlos Paredes-Robles","orcid":"https://orcid.org/0009-0003-2616-0918"},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Carlos Paredes","raw_affiliation_strings":["Department of Computer Science, Faculty of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Engineering, Pontificia Universidad Católica de Chile, Santiago, Chile","institution_ids":["https://openalex.org/I162148367"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5083484581"],"corresponding_institution_ids":["https://openalex.org/I162148367"],"apc_list":null,"apc_paid":null,"fwci":21.9856,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.9942768,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"17","issue":null,"first_page":"1599","last_page":"1614"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9926000237464905,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9926000237464905,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11986","display_name":"Scientific Computing and Data Management","score":0.968999981880188,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9656999707221985,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8020089864730835},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5865327715873718},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.5683430433273315},{"id":"https://openalex.org/keywords/capstone","display_name":"Capstone","score":0.5315344929695129},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4823414981365204},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.4796583950519562},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4408072829246521},{"id":"https://openalex.org/keywords/engineering-management","display_name":"Engineering management","score":0.3360467553138733},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32440823316574097},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3239097595214844},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1218779981136322},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10501068830490112}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8020089864730835},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5865327715873718},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.5683430433273315},{"id":"https://openalex.org/C2778293151","wikidata":"https://www.wikidata.org/wiki/Q5036367","display_name":"Capstone","level":2,"score":0.5315344929695129},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4823414981365204},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4796583950519562},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4408072829246521},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.3360467553138733},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32440823316574097},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3239097595214844},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1218779981136322},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10501068830490112},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tlt.2024.3396735","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2024.3396735","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1509228788","https://openalex.org/W1602368597","https://openalex.org/W1616181849","https://openalex.org/W1969189557","https://openalex.org/W1997968314","https://openalex.org/W2016035035","https://openalex.org/W2045260320","https://openalex.org/W2049715424","https://openalex.org/W2065146595","https://openalex.org/W2065514880","https://openalex.org/W2126014052","https://openalex.org/W2154706669","https://openalex.org/W2161447509","https://openalex.org/W2162111811","https://openalex.org/W2347054793","https://openalex.org/W2545101277","https://openalex.org/W2617733587","https://openalex.org/W2899117127","https://openalex.org/W2915560446","https://openalex.org/W2952151793","https://openalex.org/W3014370431","https://openalex.org/W3020729674","https://openalex.org/W3097982316","https://openalex.org/W3099908865","https://openalex.org/W3163568734","https://openalex.org/W3173903393","https://openalex.org/W3194690316","https://openalex.org/W4210924384","https://openalex.org/W4254032848","https://openalex.org/W4283831891","https://openalex.org/W4312000483","https://openalex.org/W4382652843","https://openalex.org/W4384918448","https://openalex.org/W4386544117","https://openalex.org/W4386745006","https://openalex.org/W4387004129","https://openalex.org/W4390097309","https://openalex.org/W6636695289","https://openalex.org/W6777615688","https://openalex.org/W6783786981","https://openalex.org/W6854866820"],"related_works":["https://openalex.org/W2131814303","https://openalex.org/W2410347679","https://openalex.org/W1988383101","https://openalex.org/W2595088270","https://openalex.org/W1985627081","https://openalex.org/W2626663860","https://openalex.org/W2762495743","https://openalex.org/W2612509593","https://openalex.org/W18130768","https://openalex.org/W2171452636"],"abstract_inverted_index":{"Software":[0],"assistants":[1,27],"have":[2,33],"significantly":[3,236],"impacted":[4],"software":[5],"development":[6],"for":[7,183],"both":[8],"practitioners":[9],"and":[10,84,162,165,187,216],"students,":[11],"particularly":[12],"in":[13,60,142],"capstone":[14,55,110,124],"projects.":[15],"The":[16],"effectiveness":[17],"of":[18,53,77,86,98,219,231],"these":[19],"tools":[20,36,79],"varies":[21],"based":[22],"on":[23],"their":[24,123],"knowledge":[25,31,100],"sources;":[26],"with":[28,116,155,168,190],"localized,":[29],"domain-specific":[30],"may":[32],"limitations,":[34],"while":[35],"like":[37],"ChatGPT,":[38],"using":[39,119,137],"broad":[40],"datasets,":[41],"might":[42],"offer":[43],"recommendations":[44,136],"that":[45,205],"do":[46],"not":[47,225],"always":[48],"match":[49],"the":[50,75,82,95,109,120,128,133,143,195,209,213,238],"specific":[51],"objectives":[52],"a":[54,58,102,114,150,178,228],"course.":[56,111,125],"Addressing":[57],"gap":[59],"current":[61],"educational":[62],"technology,":[63],"this":[64,93],"paper":[65],"introduces":[66],"an":[67],"AI":[68],"Knowledge":[69],"Assistant":[70],"specifically":[71],"designed":[72],"to":[73,108,149,160,241],"overcome":[74],"limitations":[76],"existing":[78],"by":[80,208],"enhancing":[81],"quality":[83],"relevance":[85,218],"Large":[87],"Language":[88],"Models":[89],"(LLMs).":[90],"It":[91],"achieves":[92],"through":[94],"innovative":[96],"integration":[97],"contextual":[99],"from":[101],"local":[103,191],"\u201clessons":[104],"learned\u201d":[105],"database":[106],"tailored":[107],"We":[112],"conducted":[113],"study":[115],"150":[117],"students":[118,182],"assistant":[121,134],"during":[122],"Integrated":[126],"into":[127],"Kanban":[129],"project":[130],"tracking":[131],"system,":[132],"offered":[135],"different":[138],"strategies:":[139],"direct":[140,147,184],"searches":[141],"lessons":[144,156],"learned":[145,157],"database,":[146],"queries":[148,186],"GPT":[151,161,173],"model,":[152],"query":[153,166],"enrichment":[154],"before":[158,172],"submission":[159],"LLaMa":[163],"models,":[164],"enhancement":[167],"Stack":[169],"Overflow":[170],"data":[171],"processing.":[174],"Survey":[175],"results":[176],"underscored":[177],"strong":[179],"preference":[180],"among":[181],"LLM":[185,210],"those":[188],"enriched":[189],"repository":[192],"insights,":[193],"highlighting":[194],"assistant's":[196],"practical":[197],"value.":[198],"Further,":[199],"our":[200],"linguistic":[201,214],"analysis":[202],"conclusively":[203],"demonstrated":[204],"texts":[206],"generated":[207],"closely":[211],"mirrored":[212],"standards":[215],"topical":[217],"university":[220],"course":[221,232],"requirements.":[222],"This":[223],"alignment":[224],"only":[226],"fosters":[227],"deeper":[229],"understanding":[230],"content":[233],"but":[234],"also":[235],"enhances":[237],"material's":[239],"applicability":[240],"real-world":[242],"scenarios.":[243]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":7}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}