{"id":"https://openalex.org/W4411996292","doi":"https://doi.org/10.1109/icict64582.2025.00070","title":"Transforming Scholarship Selection: A Review of AI-Driven Matching Algorithms and Transformer Models","display_name":"Transforming Scholarship Selection: A Review of AI-Driven Matching Algorithms and Transformer Models","publication_year":2025,"publication_date":"2025-03-14","ids":{"openalex":"https://openalex.org/W4411996292","doi":"https://doi.org/10.1109/icict64582.2025.00070"},"language":"en","primary_location":{"id":"doi:10.1109/icict64582.2025.00070","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icict64582.2025.00070","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 8th International Conference on Information and Computer Technologies (ICICT)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5115048518","display_name":"Josie C. Calfoforo","orcid":"https://orcid.org/0009-0007-6016-6474"},"institutions":[{"id":"https://openalex.org/I4210090490","display_name":"National University","ror":"https://ror.org/000a8qk84","country_code":"PH","type":"education","lineage":["https://openalex.org/I4210090490"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Josie C. Calfoforo","raw_affiliation_strings":["College of Computing and Information Technologies, National University,Manila,Philippines"],"raw_orcid":"https://orcid.org/0009-0007-6016-6474","affiliations":[{"raw_affiliation_string":"College of Computing and Information Technologies, National University,Manila,Philippines","institution_ids":["https://openalex.org/I4210090490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062978172","display_name":"Rodolfo C. Raga","orcid":"https://orcid.org/0009-0006-1100-667X"},"institutions":[{"id":"https://openalex.org/I3132249760","display_name":"Jos\u00e9 Rizal University","ror":"https://ror.org/01y2mxy57","country_code":"PH","type":"education","lineage":["https://openalex.org/I3132249760"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Rodolfo C. Raga","raw_affiliation_strings":["College of Computer Studies &#x0026; Engineering, Jose Rizal University,Manila,Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Studies &#x0026; Engineering, Jose Rizal University,Manila,Philippines","institution_ids":["https://openalex.org/I3132249760"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005359226","display_name":"Mideth Abisado","orcid":"https://orcid.org/0000-0003-4215-7260"},"institutions":[{"id":"https://openalex.org/I4210090490","display_name":"National University","ror":"https://ror.org/000a8qk84","country_code":"PH","type":"education","lineage":["https://openalex.org/I4210090490"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Mideth B. Abisado","raw_affiliation_strings":["College of Computing and Information Technologies, National University,Manila,Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computing and Information Technologies, National University,Manila,Philippines","institution_ids":["https://openalex.org/I4210090490"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1495,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.859196,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"411","last_page":"416"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.7724000215530396,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.7724000215530396,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/scholarship","display_name":"Scholarship","score":0.6223828792572021},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5783684253692627},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5554613471031189},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5037774443626404},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.43271875381469727},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4085463583469391},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3625331521034241},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33064550161361694},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15860149264335632},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14418649673461914},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.13073918223381042},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.1271267831325531},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.11685687303543091},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.06346508860588074}],"concepts":[{"id":"https://openalex.org/C2778061430","wikidata":"https://www.wikidata.org/wiki/Q188823","display_name":"Scholarship","level":2,"score":0.6223828792572021},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5783684253692627},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5554613471031189},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5037774443626404},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.43271875381469727},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4085463583469391},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3625331521034241},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33064550161361694},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15860149264335632},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14418649673461914},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.13073918223381042},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.1271267831325531},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.11685687303543091},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.06346508860588074},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icict64582.2025.00070","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icict64582.2025.00070","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 8th International Conference on Information and Computer Technologies (ICICT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2891378911","https://openalex.org/W3081840429","https://openalex.org/W3097725066","https://openalex.org/W3148568426","https://openalex.org/W3162015988","https://openalex.org/W4293565917","https://openalex.org/W4323520540","https://openalex.org/W4386783354","https://openalex.org/W4387913081","https://openalex.org/W4388577407","https://openalex.org/W4388937418","https://openalex.org/W4390246457","https://openalex.org/W4391906884","https://openalex.org/W4394828356","https://openalex.org/W4394995553","https://openalex.org/W4400079745","https://openalex.org/W4400646305","https://openalex.org/W4400656617","https://openalex.org/W4400765405","https://openalex.org/W4401113564","https://openalex.org/W4403721375","https://openalex.org/W4405708625","https://openalex.org/W4407948984"],"related_works":["https://openalex.org/W2355650008","https://openalex.org/W4240762098","https://openalex.org/W1548588747","https://openalex.org/W4405262999","https://openalex.org/W2383304772","https://openalex.org/W2066005781","https://openalex.org/W2080540818","https://openalex.org/W2110621609","https://openalex.org/W230666287","https://openalex.org/W2260089286"],"abstract_inverted_index":{"Selecting":[0],"a":[1,4,71],"candidate":[2],"for":[3],"scholarship":[5,45,109,151],"requires":[6],"careful":[7],"evaluation":[8],"that":[9,129],"can":[10],"easily":[11],"promote":[12],"or":[13],"restrict":[14],"the":[15,42,62,78,81,86,111,141],"equity":[16],"and":[17,32,38,55,66,92,101,118,139,159,169],"accessibility":[18],"of":[19,44,73,89],"education.":[20],"However,":[21],"traditional":[22],"selection":[23,63,134,152],"methods":[24],"often":[25],"rely":[26],"on":[27],"subjective":[28],"evaluations,":[29],"manual":[30],"processes,":[31],"limited":[33],"scalability,":[34],"resulting":[35],"in":[36,108,149,161,179],"inefficiencies":[37],"potential":[39],"biases.":[40],"As":[41],"volume":[43],"applications":[46],"increases,":[47],"artificial":[48],"intelligence":[49],"(AI)-driven":[50],"solutions":[51],"utilizing":[52],"deep":[53],"learning":[54],"transformer":[56],"models":[57,168],"have":[58],"emerged":[59],"to":[60,77,114,155,176],"enhance":[61,156,177],"accuracy,":[64,135],"fairness,":[65,116,157],"efficiency.":[67],"This":[68],"work-in-progress":[69],"conducted":[70],"review":[72],"existing":[74],"literature":[75],"relevant":[76],"topic":[79],"using":[80],"PRISMA":[82],"guidelines.":[83],"It":[84],"investigates":[85],"additional":[87],"advantages":[88],"each":[90],"algorithm":[91],"their":[93],"ethical":[94,121],"implications,":[95],"including":[96],"bias":[97],"reduction,":[98],"privacy":[99],"concerns,":[100],"transparency.":[102],"To":[103],"ensure":[104],"reliable":[105],"AI":[106,167],"implementation":[107],"selection,":[110],"challenges":[112],"related":[113],"algorithmic":[115],"explainability,":[117],"compliance":[119],"with":[120],"requirements":[122],"must":[123],"be":[124,174],"addressed.":[125],"The":[126],"findings":[127],"indicate":[128],"AI-driven":[130],"approaches":[131],"substantially":[132],"improve":[133],"streamline":[136],"application":[137],"processing,":[138],"reduce":[140],"human":[142],"workload.":[143],"For":[144],"future":[145],"research,":[146],"human-AI":[147],"collaboration":[148],"AI-based":[150],"is":[153],"proposed":[154],"transparency,":[158],"accountability":[160],"AI-powered":[162],"decisions.":[163],"Therefore,":[164],"refining":[165],"explainable":[166],"integrating":[170],"fairness-aware":[171],"mechanisms":[172],"should":[173],"undertaken":[175],"trust":[178],"automated":[180],"decision-making":[181],"systems.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
