{"id":"https://openalex.org/W4406461314","doi":"https://doi.org/10.1109/bigdata62323.2024.10825490","title":"Dynamic Insights: Well-being Activity Infused Fine-Tuning of Large Language Models","display_name":"Dynamic Insights: Well-being Activity Infused Fine-Tuning of Large Language Models","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406461314","doi":"https://doi.org/10.1109/bigdata62323.2024.10825490"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata62323.2024.10825490","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825490","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-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/A5058704364","display_name":"Hamza Haruna Mohammed","orcid":"https://orcid.org/0000-0001-7110-0154"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Hamza Haruna Mohammed","raw_affiliation_strings":["Norwegian University of Science and Technology,Faculty of Information Technology and Electrical Engineering,Department of Computer Science,Trondheim,Norway"],"affiliations":[{"raw_affiliation_string":"Norwegian University of Science and Technology,Faculty of Information Technology and Electrical Engineering,Department of Computer Science,Trondheim,Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108106864","display_name":"Gabriel Kiss","orcid":null},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Gabriel Kiss","raw_affiliation_strings":["Norwegian University of Science and Technology,Faculty of Information Technology and Electrical Engineering,Department of Computer Science,Trondheim,Norway"],"affiliations":[{"raw_affiliation_string":"Norwegian University of Science and Technology,Faculty of Information Technology and Electrical Engineering,Department of Computer Science,Trondheim,Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067272228","display_name":"J. Artur Serrano","orcid":"https://orcid.org/0000-0001-8409-9615"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"J. Artur Serrano","raw_affiliation_strings":["Norwegian University of Science and Technology,Faculty of Medicine and Health Sciences,Department of Neuromedicine and Movement Science,Trondheim,Norway"],"affiliations":[{"raw_affiliation_string":"Norwegian University of Science and Technology,Faculty of Medicine and Health Sciences,Department of Neuromedicine and Movement Science,Trondheim,Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038367345","display_name":"Frank Lindseth","orcid":"https://orcid.org/0000-0002-4979-9218"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Frank Lindseth","raw_affiliation_strings":["Norwegian University of Science and Technology,Faculty of Information Technology and Electrical Engineering,Department of Computer Science,Trondheim,Norway"],"affiliations":[{"raw_affiliation_string":"Norwegian University of Science and Technology,Faculty of Information Technology and Electrical Engineering,Department of Computer Science,Trondheim,Norway","institution_ids":["https://openalex.org/I204778367"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5058704364"],"corresponding_institution_ids":["https://openalex.org/I204778367"],"apc_list":null,"apc_paid":null,"fwci":0.126,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.54643893,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"6520","last_page":"6527"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T10028","display_name":"Topic Modeling","score":0.9868999719619751,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9801999926567078,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6945558190345764}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6945558190345764}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata62323.2024.10825490","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825490","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.5}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W3125239934","https://openalex.org/W4313656140","https://openalex.org/W4319662928","https://openalex.org/W4323348223","https://openalex.org/W4360891289","https://openalex.org/W4366498198","https://openalex.org/W4366989525","https://openalex.org/W4367310920","https://openalex.org/W4378509449","https://openalex.org/W4379799312","https://openalex.org/W4381253519","https://openalex.org/W4384071683","https://openalex.org/W4387809804","https://openalex.org/W4391136507","https://openalex.org/W4391855109","https://openalex.org/W4394869067","https://openalex.org/W6853251322","https://openalex.org/W6853603523","https://openalex.org/W6853688356"],"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":{"The":[0,75],"fast":[1],"development":[2],"of":[3,51,131,142,147,153],"Large":[4],"Language":[5],"Models":[6],"(LLMs)":[7],"has":[8],"made":[9],"transformative":[10],"applications":[11],"in":[12,26,54,107,122,134],"several":[13],"fields":[14],"attainable":[15],"or":[16],"possible.":[17],"However,":[18],"language":[19],"models":[20,53],"must":[21],"often":[22],"be":[23],"more":[24],"effective":[25],"specialized":[27],"areas,":[28],"especially":[29],"health":[30,55,156],"and":[31,56,93,100,116,149,158],"prevention.":[32],"This":[33,126],"paper":[34],"presents":[35],"a":[36,140],"novel":[37],"method":[38],"for":[39,48,71],"fine-tuning":[40,72,76],"LLMs":[41,133],"using":[42],"activity-related":[43],"data":[44],"to":[45,82,95],"optimize":[46],"them":[47],"the":[49,66,73,84,97,123,129,145,150],"applicability":[50],"such":[52],"wellbeing":[57],"applications.":[58],"We":[59],"thus":[60],"empirically":[61],"evaluate":[62],"this":[63],"approach":[64],"on":[65],"Cardiac":[67],"Exercise":[68],"Research":[69],"corpus":[70],"LLMs.":[74],"utilizes":[77],"Quantized":[78],"Low-Rank":[79],"Adaptation":[80],"(QLoRA)":[81],"ensure":[83],"models\u2019":[85],"size":[86],"remains":[87],"small":[88],"while":[89],"maintaining":[90],"high":[91],"performance":[92],"accuracy":[94],"keep":[96],"semantic":[98],"understanding":[99],"relevance":[101],"with":[102],"health-related":[103],"queries.":[104],"Our":[105],"results":[106],"answering":[108],"domain-related":[109],"prompts":[110],"showed":[111],"an":[112],"improved":[113],"user":[114],"satisfaction":[115],"sentiment":[117],"scores,":[118],"providing":[119],"strong":[120],"confidence":[121],"method\u2019s":[124],"effectiveness.":[125],"study":[127],"highlights":[128],"potential":[130],"domain-specific":[132],"advancing":[135],"personalized":[136],"healthcare.":[137],"It":[138],"instills":[139],"sense":[141],"optimism":[143],"about":[144],"future":[146],"healthcare":[148],"seamless":[151],"integration":[152],"AI":[154],"within":[155],"prevention":[157],"well-being":[159],"domains.":[160]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
