{"id":"https://openalex.org/W4409721539","doi":"https://doi.org/10.1145/3706599.3719287","title":"Boosting Diary Study Outcomes with a Fine-Tuned Large Language Model","display_name":"Boosting Diary Study Outcomes with a Fine-Tuned Large Language Model","publication_year":2025,"publication_date":"2025-04-23","ids":{"openalex":"https://openalex.org/W4409721539","doi":"https://doi.org/10.1145/3706599.3719287"},"language":"en","primary_location":{"id":"doi:10.1145/3706599.3719287","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3706599.3719287","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems","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/A5109109439","display_name":"S.-Y. Oh","orcid":null},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sunggyeol Oh","raw_affiliation_strings":["Department of Computer Science, Virginia Tech, Blacksburg, Virginia, USA"],"raw_orcid":"https://orcid.org/0009-0008-0033-8104","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Virginia Tech, Blacksburg, Virginia, USA","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080332012","display_name":"Jiacheng Zhao","orcid":"https://orcid.org/0009-0003-5719-909X"},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiacheng Zhao","raw_affiliation_strings":["Department of Computer Science, Virginia Tech, Blacksburg, Virginia, USA"],"raw_orcid":"https://orcid.org/0009-0003-5719-909X","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Virginia Tech, Blacksburg, Virginia, USA","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117273425","display_name":"Carson Russo","orcid":null},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carson Russo","raw_affiliation_strings":["Department of Computer Science, Virginia Tech, Blacksburg, Virginia, USA"],"raw_orcid":"https://orcid.org/0009-0000-6208-958X","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Virginia Tech, Blacksburg, Virginia, USA","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5117273426","display_name":"Michael Bolmer","orcid":null},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Bolmer","raw_affiliation_strings":["Department of Computer Science, Virginia Tech, Blacksburg, Virginia, USA"],"raw_orcid":"https://orcid.org/0009-0002-5681-3839","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Virginia Tech, Blacksburg, Virginia, USA","institution_ids":["https://openalex.org/I859038795"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I859038795"],"apc_list":null,"apc_paid":null,"fwci":5.0304,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.94750569,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10028","display_name":"Topic Modeling","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12607","display_name":"Personal Information Management and User Behavior","score":0.9945999979972839,"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/T12488","display_name":"Mental Health via Writing","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.7911866903305054},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6689087748527527},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.43767398595809937},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38341379165649414},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.36318930983543396}],"concepts":[{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.7911866903305054},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6689087748527527},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.43767398595809937},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38341379165649414},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.36318930983543396}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3706599.3719287","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3706599.3719287","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:vtechworks.lib.vt.edu:10919/137109","is_oa":false,"landing_page_url":"https://hdl.handle.net/10919/137109","pdf_url":null,"source":{"id":"https://openalex.org/S4306400248","display_name":"VTechWorks (Virginia Tech)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I859038795","host_organization_name":"Virginia Tech","host_organization_lineage":["https://openalex.org/I859038795"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"Article - Refereed"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.5699999928474426}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1976394828","https://openalex.org/W1977556410","https://openalex.org/W2018696390","https://openalex.org/W2018764772","https://openalex.org/W2036625316","https://openalex.org/W2130626845","https://openalex.org/W2135676535","https://openalex.org/W2345629677","https://openalex.org/W2398063731","https://openalex.org/W2772380783","https://openalex.org/W2962686197","https://openalex.org/W2963026768","https://openalex.org/W2963736842","https://openalex.org/W2980708516","https://openalex.org/W3026908503","https://openalex.org/W3029733287","https://openalex.org/W3032136575","https://openalex.org/W3150856450","https://openalex.org/W3182591145","https://openalex.org/W3205120594","https://openalex.org/W3206460624","https://openalex.org/W4237345805","https://openalex.org/W4387397083","https://openalex.org/W4391559941","https://openalex.org/W4391855908","https://openalex.org/W4395448184","https://openalex.org/W4396832745","https://openalex.org/W4399117331","https://openalex.org/W4400118952","https://openalex.org/W4404316560","https://openalex.org/W4407681420","https://openalex.org/W4407681755","https://openalex.org/W4407949835","https://openalex.org/W4407950986","https://openalex.org/W6784291115"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2125652721","https://openalex.org/W1540371141","https://openalex.org/W1549363203","https://openalex.org/W2147697413","https://openalex.org/W2154063878","https://openalex.org/W4231274751","https://openalex.org/W3204019825"],"abstract_inverted_index":{"This":[0],"study":[1,123],"explores":[2],"fine-tuned":[3,29,51],"Large":[4],"Language":[5],"Models":[6],"(LLMs)":[7],"integration":[8],"into":[9],"diary":[10,37,87,117],"studies":[11],"within":[12],"the":[13,64,102],"Human-Computer":[14],"Interaction":[15],"(HCI)":[16],"field":[17],"to":[18,84],"enhance":[19],"data":[20,48],"collection":[21],"and":[22,47,59,78,92,110,127,138],"analysis.":[23],"Leveraging":[24],"a":[25,31,129],"Mistral":[26],"7B":[27],"model":[28,52],"with":[30,74,119],"curated":[32],"dataset":[33],"of":[34],"over":[35],"1,000":[36],"entries,":[38],"this":[39,122],"research":[40,139],"addresses":[41],"challenges":[42],"such":[43],"as":[44],"participant":[45],"engagement":[46],"richness.":[49],"The":[50,69],"offers":[53],"personalized":[54],"feedback,":[55],"facilitating":[56],"deeper":[57],"reflection":[58],"structured":[60],"recording":[61],"while":[62],"reducing":[63],"cognitive":[65],"load":[66],"on":[67],"participants.":[68],"DiaryQuest":[70],"educational":[71,137],"platform,":[72],"enhanced":[73],"advanced":[75],"visualization":[76],"tools":[77],"semantic":[79],"search":[80],"capabilities,":[81],"enables":[82],"educators":[83],"efficiently":[85],"analyze":[86],"data,":[88],"extract":[89],"thematic":[90],"insights,":[91],"provide":[93],"targeted":[94],"guidance.":[95],"Results":[96],"from":[97],"user":[98,112],"evaluations":[99],"reveal":[100],"that":[101],"optimized":[103],"platform":[104],"improves":[105],"learning":[106],"outcomes,":[107],"teaching":[108],"efficiency,":[109],"overall":[111],"experience.":[113],"By":[114],"bridging":[115],"traditional":[116],"methodologies":[118],"state-of-the-art":[120],"LLMs,":[121],"advances":[124],"HCI":[125],"education":[126],"establishes":[128],"scalable":[130],"framework":[131],"for":[132],"applying":[133],"AI":[134],"in":[135],"broader":[136],"contexts.":[140]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}