{"id":"https://openalex.org/W7117660588","doi":"https://doi.org/10.1145/3761712.3761775","title":"A Comparison of Different Large Language Models in Improving Dietary Habits","display_name":"A Comparison of Different Large Language Models in Improving Dietary Habits","publication_year":2025,"publication_date":"2025-05-16","ids":{"openalex":"https://openalex.org/W7117660588","doi":"https://doi.org/10.1145/3761712.3761775"},"language":null,"primary_location":{"id":"doi:10.1145/3761712.3761775","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3761712.3761775","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 9th International Conference on Medical and Health Informatics","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3761712.3761775","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Damir Kim","orcid":"https://orcid.org/0009-0003-3935-691X"},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":true,"raw_author_name":"Damir Kim","raw_affiliation_strings":["School of Sciences and Humanities, Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":"https://orcid.org/0009-0003-3935-691X","affiliations":[{"raw_affiliation_string":"School of Sciences and Humanities, Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117611458","display_name":"Rozalina Alkeyeva","orcid":null},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Rozalina Alkeyeva","raw_affiliation_strings":["School of Sciences and Humanities, Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":"https://orcid.org/0009-0001-6594-2387","affiliations":[{"raw_affiliation_string":"School of Sciences and Humanities, Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057385452","display_name":"Aknur Karabay","orcid":"https://orcid.org/0000-0001-6160-6661"},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Aknur Karabay","raw_affiliation_strings":["Institute for Smart Systems and Artificial Intelligence (ISSAI), Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":"https://orcid.org/0000-0001-6160-6661","affiliations":[{"raw_affiliation_string":"Institute for Smart Systems and Artificial Intelligence (ISSAI), Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117611459","display_name":"Aibota Sanatbyek","orcid":null},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Aibota Sanatbyek","raw_affiliation_strings":["Institute for Smart Systems and Artificial Intelligence (ISSAI), Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":"https://orcid.org/0009-0005-2554-4519","affiliations":[{"raw_affiliation_string":"Institute for Smart Systems and Artificial Intelligence (ISSAI), Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117611460","display_name":"Makpal Kairat","orcid":"https://orcid.org/0009-0000-4414-5082"},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Makpal Kairat","raw_affiliation_strings":["School of Medicine, Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":"https://orcid.org/0009-0000-4414-5082","affiliations":[{"raw_affiliation_string":"School of Medicine, Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044782949","display_name":"H\u00fcseyin Atakan Varol","orcid":"https://orcid.org/0000-0002-4042-425X"},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Huseyin Atakan Varol","raw_affiliation_strings":["Institute for Smart Systems and Artificial Intelligence (ISSAI), Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":"https://orcid.org/0000-0002-4042-425X","affiliations":[{"raw_affiliation_string":"Institute for Smart Systems and Artificial Intelligence (ISSAI), Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086135076","display_name":"Mei-Yen Chan","orcid":null},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Mei-Yen Chan","raw_affiliation_strings":["School of Medicine, Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":"https://orcid.org/0000-0003-2324-9338","affiliations":[{"raw_affiliation_string":"School of Medicine, Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I60559429"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.7248781,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"278","last_page":"282"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10866","display_name":"Nutritional Studies and Diet","score":0.5548999905586243,"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"}},"topics":[{"id":"https://openalex.org/T10866","display_name":"Nutritional Studies and Diet","score":0.5548999905586243,"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/T13984","display_name":"Nutrition, Genetics, and Disease","score":0.11890000104904175,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12745","display_name":"Dietary Effects on Health","score":0.02630000002682209,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.6567000150680542},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.6496000289916992},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.41370001435279846},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.41029998660087585},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.40639999508857727},{"id":"https://openalex.org/keywords/ethnic-group","display_name":"Ethnic group","score":0.35510000586509705},{"id":"https://openalex.org/keywords/asian-culture","display_name":"Asian culture","score":0.35370001196861267},{"id":"https://openalex.org/keywords/meal","display_name":"Meal","score":0.3513000011444092}],"concepts":[{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.6567000150680542},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.6496000289916992},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5461000204086304},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.41370001435279846},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.41029998660087585},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.40639999508857727},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3855000138282776},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35690000653266907},{"id":"https://openalex.org/C137403100","wikidata":"https://www.wikidata.org/wiki/Q41710","display_name":"Ethnic group","level":2,"score":0.35510000586509705},{"id":"https://openalex.org/C2993508470","wikidata":"https://www.wikidata.org/wiki/Q149806","display_name":"Asian culture","level":2,"score":0.35370001196861267},{"id":"https://openalex.org/C2778345441","wikidata":"https://www.wikidata.org/wiki/Q6460735","display_name":"Meal","level":2,"score":0.3513000011444092},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.32269999384880066},{"id":"https://openalex.org/C125209646","wikidata":"https://www.wikidata.org/wiki/Q1338878","display_name":"Cultural diversity","level":2,"score":0.31619998812675476},{"id":"https://openalex.org/C3020486378","wikidata":"https://www.wikidata.org/wiki/Q5188450","display_name":"Culturally appropriate","level":2,"score":0.3124000132083893},{"id":"https://openalex.org/C18767781","wikidata":"https://www.wikidata.org/wiki/Q5465445","display_name":"Food choice","level":2,"score":0.30970001220703125},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.298799991607666},{"id":"https://openalex.org/C3017485454","wikidata":"https://www.wikidata.org/wiki/Q27275","display_name":"Central asia","level":2,"score":0.2987000048160553},{"id":"https://openalex.org/C2776422286","wikidata":"https://www.wikidata.org/wiki/Q25098896","display_name":"Meal preparation","level":2,"score":0.27619999647140503},{"id":"https://openalex.org/C3019123661","wikidata":"https://www.wikidata.org/wiki/Q5906358","display_name":"Healthy diet","level":2,"score":0.2732999920845032},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.272599995136261},{"id":"https://openalex.org/C74893574","wikidata":"https://www.wikidata.org/wiki/Q5465532","display_name":"Food systems","level":4,"score":0.26499998569488525},{"id":"https://openalex.org/C32220436","wikidata":"https://www.wikidata.org/wiki/Q2072214","display_name":"Personalized medicine","level":2,"score":0.2621999979019165},{"id":"https://openalex.org/C2776890026","wikidata":"https://www.wikidata.org/wiki/Q7070501","display_name":"Nutrition Education","level":2,"score":0.26190000772476196}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3761712.3761775","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3761712.3761775","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 9th International Conference on Medical and Health Informatics","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3761712.3761775","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3761712.3761775","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 9th International Conference on Medical and Health Informatics","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.6005624532699585,"id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2858966201","https://openalex.org/W4318481404","https://openalex.org/W4362469379","https://openalex.org/W4385421639","https://openalex.org/W4386782529","https://openalex.org/W4393327656","https://openalex.org/W4405801609","https://openalex.org/W4409654315"],"related_works":[],"abstract_inverted_index":{"Dietary":[0],"habits":[1,21],"play":[2],"a":[3,68,81,90,131,138,145,199,214,217],"critical":[4],"role":[5],"in":[6,116],"affecting":[7],"health":[8,162,166],"outcomes.":[9],"Present":[10],"applications":[11],"and":[12,52,137,170,185,224,227],"algorithms":[13],"developed":[14,121],"to":[15,18,73,125],"provide":[16],"recommendations":[17,180],"change":[19],"dietary":[20,59,69,118],"are":[22],"often":[23],"focused":[24],"on":[25,89,103],"Western":[26,42],"or":[27],"globally":[28],"popular":[29],"cuisines,":[30],"neglecting":[31],"the":[32,78,100,104,108,176,183,196,230],"unique":[33],"culinary":[34],"landscapes":[35],"of":[36,80,111,133,144,148,178,188],"other":[37],"regions.":[38],"Central":[39,74,91,149,189,208],"Asia,":[40],"unlike":[41],"diets,":[43],"emphasizes":[44],"culturally":[45],"significant":[46],"dishes":[47],"that":[48,54,85,129,195],"incorporate":[49,130],"local":[50],"ingredients":[51],"traditions":[53],"require":[55],"specialized":[56],"consideration":[57],"for":[58,202,207,216],"recommendations.":[60],"Our":[61],"study":[62],"addresses":[63],"this":[64],"gap":[65],"by":[66,157,181],"developing":[67],"recommendation":[70],"system":[71,197],"tailored":[72],"Asian":[75,92,150,190,209],"cuisine.":[76,191],"With":[77],"help":[79],"computer":[82],"vision":[83],"model":[84],"was":[86],"specifically":[87],"trained":[88],"Food":[93],"Dataset":[94],"(CAFD),":[95],"our":[96],"algorithm":[97,123,153],"accurately":[98],"identifies":[99],"food":[101],"items":[102],"image.":[105],"To":[106],"enable":[107],"practical":[109],"integration":[110],"Large":[112],"Language":[113],"Models":[114],"(LLMs)":[115],"personalized":[117,203],"planning,":[119,205],"we":[120],"an":[122],"designed":[124],"construct":[126],"dynamic":[127],"prompts":[128],"combination":[132],"simulated":[134],"patient":[135],"profiles":[136],"synthesized":[139],"dataset":[140],"containing":[141],"textual":[142],"descriptions":[143],"diverse":[146],"selection":[147],"dishes.":[151],"This":[152,211],"tailors":[154],"meal":[155,204],"suggestions":[156],"taking":[158],"into":[159],"account":[160],"individual":[161],"parameters,":[163],"including":[164],"specific":[165],"conditions,":[167],"medical":[168],"history,":[169],"lifestyle":[171],"factors.":[172],"It":[173],"further":[174],"enhances":[175],"relevance":[177],"its":[179],"emphasizing":[182],"nutritional":[184],"cultural":[186],"significance":[187],"Preliminary":[192],"evaluations":[193],"demonstrate":[194],"offers":[198],"scalable":[200],"framework":[201],"particularly":[206],"countries.":[210],"work":[212],"proposes":[213],"prototype":[215],"digital":[218],"nutrition":[219],"assistant,":[220],"leveraging":[221],"both":[222],"image":[223],"text":[225],"data":[226],"carried":[228],"out":[229],"experiments":[231],"using":[232],"different":[233],"LLMs":[234],"(i.e.":[235],"ChatGPT,":[236],"Gemini,":[237],"LLama).":[238]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-12-31T00:00:00"}