{"id":"https://openalex.org/W7224413968","doi":"https://doi.org/10.7717/peerj-cs.4141","title":"EdFitter: a hybrid course recommendation system using large language models","display_name":"EdFitter: a hybrid course recommendation system using large language models","publication_year":2026,"publication_date":"2026-10-29","ids":{"openalex":"https://openalex.org/W7224413968","doi":"https://doi.org/10.7717/peerj-cs.4141"},"language":"en","primary_location":{"id":"doi:10.7717/peerj-cs.4141","doi":"https://doi.org/10.7717/peerj-cs.4141","is_oa":true,"landing_page_url":"https://doi.org/10.7717/peerj-cs.4141","pdf_url":null,"source":{"id":"https://openalex.org/S4210178049","display_name":"PeerJ Computer Science","issn_l":"2376-5992","issn":["2376-5992"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","ki-jl-1","norway-1","oarl","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320104","host_organization_name":"PeerJ, Inc.","host_organization_lineage":["https://openalex.org/P4310320104"],"host_organization_lineage_names":["PeerJ, Inc."],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PeerJ Computer Science","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.7717/peerj-cs.4141","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063666310","display_name":"Sergei Koltcov","orcid":"https://orcid.org/0000-0002-2932-2746","observed_orcids":["https://orcid.org/0000-0002-2932-2746"]},"institutions":[{"id":"https://openalex.org/I118501908","display_name":"National Research University Higher School of Economics","ror":"https://ror.org/055f7t516","country_code":"RU","type":"education","lineage":["https://openalex.org/I118501908"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Sergei Koltcov","raw_affiliation_strings":["Laboratory for Social and Cognitive Informatics, Higher School of Economics, St. Petersburg, Russia"],"raw_orcid":"https://orcid.org/0000-0002-2932-2746","affiliations":[{"raw_affiliation_string":"Laboratory for Social and Cognitive Informatics, Higher School of Economics, St. Petersburg, Russia","institution_ids":["https://openalex.org/I118501908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008249311","display_name":"Dmitry Ryumin","orcid":"https://orcid.org/0000-0002-7935-0569","observed_orcids":["https://orcid.org/0000-0002-7935-0569"]},"institutions":[{"id":"https://openalex.org/I58957048","display_name":"Yandex (Russia)","ror":"https://ror.org/04dbch786","country_code":"RU","type":"company","lineage":["https://openalex.org/I58957048"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Dmitry Ryumin","raw_affiliation_strings":["LEYA HSE-Yandex Natural Language Lab, Higher School of Economics, St. Petersburg, Russia"],"raw_orcid":"https://orcid.org/0000-0002-7935-0569","affiliations":[{"raw_affiliation_string":"LEYA HSE-Yandex Natural Language Lab, Higher School of Economics, St. Petersburg, Russia","institution_ids":["https://openalex.org/I58957048"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160105737","display_name":"Alexandr Axyonov","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I58957048","display_name":"Yandex (Russia)","ror":"https://ror.org/04dbch786","country_code":"RU","type":"company","lineage":["https://openalex.org/I58957048"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Alexandr Axyonov","raw_affiliation_strings":["LEYA HSE-Yandex Natural Language Lab, Higher School of Economics, St. Petersburg, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LEYA HSE-Yandex Natural Language Lab, Higher School of Economics, St. Petersburg, Russia","institution_ids":["https://openalex.org/I58957048"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110589505","display_name":"Olessia Y. Koltsova","orcid":"https://orcid.org/0000-0002-2669-3154","observed_orcids":["https://orcid.org/0000-0002-2669-3154"]},"institutions":[{"id":"https://openalex.org/I118501908","display_name":"National Research University Higher School of Economics","ror":"https://ror.org/055f7t516","country_code":"RU","type":"education","lineage":["https://openalex.org/I118501908"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Olessia Koltsova","raw_affiliation_strings":["Laboratory for Social and Cognitive Informatics, Higher School of Economics, St. Petersburg, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory for Social and Cognitive Informatics, Higher School of Economics, St. Petersburg, Russia","institution_ids":["https://openalex.org/I118501908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067682936","display_name":"Nikolenko Sergey","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I58957048","display_name":"Yandex (Russia)","ror":"https://ror.org/04dbch786","country_code":"RU","type":"company","lineage":["https://openalex.org/I58957048"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Sergey Nikolenko","raw_affiliation_strings":["LEYA HSE-Yandex Natural Language Lab, Higher School of Economics, St. Petersburg, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LEYA HSE-Yandex Natural Language Lab, Higher School of Economics, St. Petersburg, Russia","institution_ids":["https://openalex.org/I58957048"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102065264","display_name":"Anton Surkov","orcid":"https://orcid.org/0009-0009-0619-695X","observed_orcids":["https://orcid.org/0009-0009-0619-695X"]},"institutions":[{"id":"https://openalex.org/I118501908","display_name":"National Research University Higher School of Economics","ror":"https://ror.org/055f7t516","country_code":"RU","type":"education","lineage":["https://openalex.org/I118501908"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Anton Surkov","raw_affiliation_strings":["Laboratory for Social and Cognitive Informatics, Higher School of Economics, St. Petersburg, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory for Social and Cognitive Informatics, Higher School of Economics, St. Petersburg, Russia","institution_ids":["https://openalex.org/I118501908"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018900371","display_name":"Konstantin K. Semenov","orcid":"https://orcid.org/0000-0003-4292-8053","observed_orcids":["https://orcid.org/0000-0003-4292-8053"]},"institutions":[{"id":"https://openalex.org/I58957048","display_name":"Yandex (Russia)","ror":"https://ror.org/04dbch786","country_code":"RU","type":"company","lineage":["https://openalex.org/I58957048"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Konstantin Semenov","raw_affiliation_strings":["LEYA HSE-Yandex Natural Language Lab, Higher School of Economics, St. Petersburg, Russia"],"raw_orcid":"https://orcid.org/0000-0003-4292-8053","affiliations":[{"raw_affiliation_string":"LEYA HSE-Yandex Natural Language Lab, Higher School of Economics, St. Petersburg, Russia","institution_ids":["https://openalex.org/I58957048"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1395,"currency":"USD","value_usd":1395},"apc_paid":{"value":1395,"currency":"USD","value_usd":1395},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.88451043,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":null,"first_page":"e4141","last_page":"e4141"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9984999895095825,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9984999895095825,"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/T11122","display_name":"Online Learning and Analytics","score":0.0005000000237487257,"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/T14414","display_name":"Artificial Intelligence in Education","score":0.0003000000142492354,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/course-recommendation","display_name":"course recommendation","score":0.9039999842643738},{"id":"https://openalex.org/keywords/hybrid-recommendation","display_name":"hybrid recommendation","score":0.8220000267028809},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.9950000047683716},{"id":"https://openalex.org/keywords/cold-start","display_name":"cold start","score":0.7519999742507935},{"id":"https://openalex.org/keywords/job-matching","display_name":"job matching","score":0.5199999809265137},{"id":"https://openalex.org/keywords/course-catalog","display_name":"course catalog","score":0.42899999022483826},{"id":"https://openalex.org/keywords/text-embeddings","display_name":"text embeddings","score":0.5789999961853027},{"id":"https://openalex.org/keywords/cosine-similarity","display_name":"cosine similarity","score":0.5519999861717224},{"id":"https://openalex.org/keywords/student-career-guidance","display_name":"student career guidance","score":0.578000009059906},{"id":"https://openalex.org/keywords/higher-education","display_name":"higher education","score":0.4429999887943268}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7448999881744385},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7430999875068665},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.6007000207901001},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5351999998092651},{"id":"https://openalex.org/C2780762811","wikidata":"https://www.wikidata.org/wiki/Q1784941","display_name":"Cosine similarity","level":3,"score":0.5081999897956848},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.475600004196167},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4625999927520752},{"id":"https://openalex.org/C2777552389","wikidata":"https://www.wikidata.org/wiki/Q1962728","display_name":"Course (navigation)","level":2,"score":0.4447000026702881},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.40380001068115234},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.399399995803833},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3792000114917755},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.36550000309944153},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.3458999991416931},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.34380000829696655},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.3091999888420105},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.2858000099658966},{"id":"https://openalex.org/C2778493491","wikidata":"https://www.wikidata.org/wiki/Q7449072","display_name":"Semantic matching","level":3,"score":0.2777999937534332},{"id":"https://openalex.org/C50897621","wikidata":"https://www.wikidata.org/wiki/Q2665508","display_name":"Hybrid system","level":2,"score":0.27230000495910645},{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.26809999346733093},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.26669999957084656},{"id":"https://openalex.org/C68859911","wikidata":"https://www.wikidata.org/wiki/Q1503724","display_name":"Pattern matching","level":2,"score":0.26339998841285706},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2597000002861023},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25459998846054077},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2526000142097473}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.7717/peerj-cs.4141","doi":"https://doi.org/10.7717/peerj-cs.4141","is_oa":true,"landing_page_url":"https://doi.org/10.7717/peerj-cs.4141","pdf_url":null,"source":{"id":"https://openalex.org/S4210178049","display_name":"PeerJ Computer Science","issn_l":"2376-5992","issn":["2376-5992"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","ki-jl-1","norway-1","oarl","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320104","host_organization_name":"PeerJ, Inc.","host_organization_lineage":["https://openalex.org/P4310320104"],"host_organization_lineage_names":["PeerJ, Inc."],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PeerJ Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:93e90b552a3c4b60bede40330d465cb0","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/93e90b552a3c4b60bede40330d465cb0","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PeerJ Computer Science, Vol 12, p e4141 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.7717/peerj-cs.4141","doi":"https://doi.org/10.7717/peerj-cs.4141","is_oa":true,"landing_page_url":"https://doi.org/10.7717/peerj-cs.4141","pdf_url":null,"source":{"id":"https://openalex.org/S4210178049","display_name":"PeerJ Computer Science","issn_l":"2376-5992","issn":["2376-5992"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","jufo-1","ki-jl-1","norway-1","oarl","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320104","host_organization_name":"PeerJ, Inc.","host_organization_lineage":["https://openalex.org/P4310320104"],"host_organization_lineage_names":["PeerJ, Inc."],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PeerJ Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality education","score":0.9901999831199646,"id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320327494","display_name":"Ministry of Science and Higher Education of the Russian Federation","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":94,"referenced_works":["https://openalex.org/W20789002","https://openalex.org/W26428638","https://openalex.org/W27737881","https://openalex.org/W851180928","https://openalex.org/W1690919088","https://openalex.org/W1967555147","https://openalex.org/W1976921954","https://openalex.org/W1994510396","https://openalex.org/W2001082470","https://openalex.org/W2004509785","https://openalex.org/W2005653178","https://openalex.org/W2019576330","https://openalex.org/W2025605741","https://openalex.org/W2064448722","https://openalex.org/W2070968350","https://openalex.org/W2082583467","https://openalex.org/W2132914434","https://openalex.org/W2139762415","https://openalex.org/W2150671924","https://openalex.org/W2176386486","https://openalex.org/W2263972221","https://openalex.org/W2339000510","https://openalex.org/W2483202583","https://openalex.org/W2514091133","https://openalex.org/W2579393094","https://openalex.org/W2594625992","https://openalex.org/W2728503020","https://openalex.org/W2774963710","https://openalex.org/W2783785634","https://openalex.org/W2895544739","https://openalex.org/W2898151875","https://openalex.org/W2899849645","https://openalex.org/W2905101140","https://openalex.org/W2905634033","https://openalex.org/W2907171927","https://openalex.org/W2936396804","https://openalex.org/W2946201232","https://openalex.org/W2970641574","https://openalex.org/W2975742940","https://openalex.org/W2986504685","https://openalex.org/W2989814856","https://openalex.org/W3006333612","https://openalex.org/W3014901735","https://openalex.org/W3025968628","https://openalex.org/W3045034478","https://openalex.org/W3100417358","https://openalex.org/W3123936891","https://openalex.org/W3128139448","https://openalex.org/W3128411284","https://openalex.org/W3129831491","https://openalex.org/W3147009765","https://openalex.org/W3159868125","https://openalex.org/W3167826227","https://openalex.org/W3175529606","https://openalex.org/W3205390287","https://openalex.org/W4210334834","https://openalex.org/W4213009331","https://openalex.org/W4226087293","https://openalex.org/W4280586754","https://openalex.org/W4283384492","https://openalex.org/W4288083766","https://openalex.org/W4308198680","https://openalex.org/W4311561869","https://openalex.org/W4361193179","https://openalex.org/W4362515116","https://openalex.org/W4366733551","https://openalex.org/W4379647668","https://openalex.org/W4383472964","https://openalex.org/W4385890118","https://openalex.org/W4389478098","https://openalex.org/W4389524458","https://openalex.org/W4390691863","https://openalex.org/W4391128584","https://openalex.org/W4391766565","https://openalex.org/W4392124568","https://openalex.org/W4392822465","https://openalex.org/W4393147839","https://openalex.org/W4394994587","https://openalex.org/W4395474395","https://openalex.org/W4399026160","https://openalex.org/W4400525295","https://openalex.org/W4400528556","https://openalex.org/W4401042703","https://openalex.org/W4401306886","https://openalex.org/W4401834466","https://openalex.org/W4401906245","https://openalex.org/W4405114800","https://openalex.org/W4405643374","https://openalex.org/W4405643789","https://openalex.org/W4409643680","https://openalex.org/W4411403346","https://openalex.org/W4413074650","https://openalex.org/W6922576569","https://openalex.org/W6965214894"],"related_works":["https://openalex.org/W7116987597","https://openalex.org/W4412197159","https://openalex.org/W4405902788","https://openalex.org/W7166508827","https://openalex.org/W7203714879","https://openalex.org/W4416381212","https://openalex.org/W7126172178","https://openalex.org/W7129297503","https://openalex.org/W7218314404","https://openalex.org/W7124869531"],"abstract_inverted_index":{"Educational":[0],"institutions":[1],"face":[2],"increasing":[3],"pressure":[4],"to":[5,9,25,79,154],"adapt":[6],"their":[7,34],"curricula":[8],"the":[10,15,102,113,146,159],"rapidly":[11],"evolving":[12],"demands":[13],"of":[14,86,123],"job":[16,74],"market,":[17],"and":[18,100,107,135,151,172,180],"recommender":[19],"systems":[20],"can":[21],"be":[22,77],"important":[23,178],"tools":[24],"guide":[26],"students":[27],"in":[28,71,115],"selecting":[29],"courses":[30],"that":[31,45,143,162],"align":[32],"with":[33,52,104,130,137],"career":[35],"goals.":[36],"We":[37,111],"present":[38],"EdFitter,":[39],"a":[40,68,80,116,127,165],"hybrid":[41],"course":[42,83,95,170],"recommendation":[43],"system":[44,64,114],"combines":[46],"pretrained":[47],"text":[48],"embeddings":[49],"for":[50,59,67,168,182],"retrieval":[51],"large":[53],"language":[54],"models":[55],"(LLMs)":[56],"used":[57],"offline":[58],"semantic":[60],"skill":[61],"extraction.":[62],"The":[63,140],"is":[65,164],"designed":[66],"cold-start":[69],"setting":[70],"which":[72],"free-text":[73],"queries":[75],"must":[76],"matched":[78],"university\u2019s":[81],"institutional":[82,118],"catalog.":[84],"Instead":[85],"relying":[87],"on":[88],"direct":[89],"generative":[90],"recommendations,":[91],"EdFitter":[92,163],"ranks":[93],"stored":[94],"descriptions":[96],"by":[97],"cosine":[98],"similarity":[99],"augments":[101],"output":[103],"extracted":[105],"skills":[106],"matching":[108],"vacancy":[109],"examples.":[110],"evaluate":[112],"pilot":[117],"deployment":[119],"at":[120],"Higher":[121],"School":[122],"Economics":[124],"(HSE)":[125],"using":[126],"multi-level":[128],"study":[129,160],"student":[131],"respondents,":[132],"controlled":[133],"assessors,":[134],"interviews":[136],"program":[138],"directors.":[139],"results":[141],"indicate":[142],"users":[144],"perceive":[145],"recommendations":[147],"as":[148],"sufficiently":[149],"relevant":[150],"potentially":[152],"useful":[153],"justify":[155],"further":[156],"development.":[157],"Overall,":[158],"suggests":[161],"valuable":[166],"tool":[167],"supporting":[169],"exploration":[171],"curriculum-to-labor-market":[173],"alignment;":[174],"we":[175],"also":[176],"highlight":[177],"limitations":[179],"directions":[181],"future":[183],"work.":[184]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-10-30T00:00:00"}