{"id":"https://openalex.org/W4412889243","doi":"https://doi.org/10.18653/v1/2025.bea-1.34","title":"Costs and Benefits of AI-Enabled Topic Modeling in P-20 Research: The Case of School Improvement Plans","display_name":"Costs and Benefits of AI-Enabled Topic Modeling in P-20 Research: The Case of School Improvement Plans","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412889243","doi":"https://doi.org/10.18653/v1/2025.bea-1.34"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2025.bea-1.34","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.bea-1.34","pdf_url":"https://aclanthology.org/2025.bea-1.34.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2025)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.bea-1.34.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102640222","display_name":"Syeda Sabrina Akter","orcid":null},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Syeda Sabrina Akter","raw_affiliation_strings":["Department of Computer Science , George Mason University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , George Mason University","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111848916","display_name":"Seth Hunter","orcid":null},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Seth Hunter","raw_affiliation_strings":["Department of Educational Leadership and Policy , George Mason University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Educational Leadership and Policy , George Mason University","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062180148","display_name":"David James Woo","orcid":"https://orcid.org/0000-0003-4417-3686"},"institutions":[{"id":"https://openalex.org/I4210130407","display_name":"Institute of Educational Policy","ror":"https://ror.org/03skdv165","country_code":"GR","type":"other","lineage":["https://openalex.org/I4210130407","https://openalex.org/I4210154149"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"David Woo","raw_affiliation_strings":["Department of Educational Leadership and Policy , The University of Utah"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Educational Leadership and Policy , The University of Utah","institution_ids":["https://openalex.org/I4210130407"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013793053","display_name":"Antonios Anastasopoulos","orcid":"https://orcid.org/0000-0002-8544-246X"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]},{"id":"https://openalex.org/I4210130908","display_name":"Archimedia (Greece)","ror":"https://ror.org/04dxam533","country_code":"GR","type":"company","lineage":["https://openalex.org/I4210130908"]},{"id":"https://openalex.org/I4210156054","display_name":"Athena Research and Innovation Center In Information Communication & Knowledge Technologies","ror":"https://ror.org/0576by029","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210156054"]}],"countries":["GR","US"],"is_corresponding":false,"raw_author_name":"Antonios Anastasopoulos","raw_affiliation_strings":["Archimedes , Athena Research Center , Greece","Department of Computer Science , George Mason University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Archimedes , Athena Research Center , Greece","institution_ids":["https://openalex.org/I4210130908","https://openalex.org/I4210156054"]},{"raw_affiliation_string":"Department of Computer Science , George Mason University","institution_ids":["https://openalex.org/I162714631"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4642,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.8493014,"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":"460","last_page":"476"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.9858999848365784,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.9858999848365784,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/T13751","display_name":"Diverse Approaches in Healthcare and Education Studies","score":0.9760000109672546,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T14484","display_name":"Technology and Data Analysis","score":0.9509000182151794,"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/computer-science","display_name":"Computer science","score":0.5468825697898865},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35814279317855835}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5468825697898865},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35814279317855835}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.bea-1.34","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.bea-1.34","pdf_url":"https://aclanthology.org/2025.bea-1.34.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2025)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.bea-1.34","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.bea-1.34","pdf_url":"https://aclanthology.org/2025.bea-1.34.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2025)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3129709879","display_name":"THE CULTURAL, ECONOMIC, AND INSTITUTIONAL DETERMINANTS OF AI INFRASTRUCTURES AND THEIR CONSEQUENCES IN GLOBAL CONTEXTS","funder_award_id":"FA95502210171","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G7185756783","display_name":"EAGER: Building Language Technologies by Machine Reading Grammars","funder_award_id":"2327143","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412889243.pdf","grobid_xml":"https://content.openalex.org/works/W4412889243.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"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":{"As":[0],"generative":[1],"AI":[2,97],"tools":[3],"become":[4],"increasingly":[5],"integrated":[6],"into":[7,53],"educational":[8],"research":[9],"workflows,":[10],"large":[11],"language":[12],"models":[13],"(LLMs)":[14],"have":[15],"shown":[16],"substantial":[17],"promise":[18],"in":[19],"automating":[20],"complex":[21],"tasks":[22],"such":[23],"as":[24],"topic":[25,35,100],"modeling.This":[26],"paper":[27],"presents":[28],"a":[29,58],"user":[30],"study":[31,60],"that":[32,104,117],"evaluates":[33],"AI-enabled":[34],"modeling":[36],"(AITM)":[37],"within":[38],"the":[39,46,75,84,94],"domain":[40],"of":[41,50,61,81,86,96],"P-20":[42],"education":[43],"research.We":[44],"investigate":[45],"benefits":[47],"and":[48,78,92,108],"trade-offs":[49],"integrating":[51],"LLMs":[52],"expert":[54],"document":[55],"analysis":[56,69],"through":[57],"case":[59],"school":[62],"improvement":[63],"plans,":[64],"comparing":[65],"four":[66],"analytical":[67],"conditions.Our":[68],"focuses":[70],"on":[71,89,99],"three":[72],"dimensions:":[73],"(1)":[74],"marginal":[76],"financial":[77,110],"environmental":[79],"costs":[80],"AITM,":[82],"(2)":[83],"impact":[85],"LLM":[87,105],"assistance":[88],"annotation":[90],"time,":[91],"(3)":[93],"influence":[95],"suggestions":[98],"identification.The":[101],"results":[102],"show":[103],"increases":[106],"efficiency":[107],"decreases":[109],"cost,":[111],"but":[112],"potentially":[113],"introduce":[114],"anchoring":[115],"bias":[116],"awareness":[118],"prompts":[119],"alone":[120],"fail":[121],"to":[122],"mitigate.":[123],"1":[124]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-23T07:36:19.812096","created_date":"2025-10-10T00:00:00"}
