ArticleNutrients2026
NutriSteppe-AI: Development, Architecture, and Explainable Design of a Large Language Model-Driven Chatbot for Personalized Health Menu Generation.
Akkumis Salkhanova, Elnura Nabigazinova, Aliya Kaldybay, Ayaulym Omirbekova, Madina Sabit, Laura Baikonsova, Raushan Yergeshbayeva, Asyl Knyazbay, Timur Chuiko, Irina Yermakova and 5 more
Abstract read
In one paragraphArticle in Nutrients, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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0citing papers in PubMed
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What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
2 · The registryThe trial behind it
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3 · Its place in the literatureWho cites it
0 citing papers in PubMed.
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4 · The recordCorrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
5 · Who and what moneyAuthors and funding
15 authors.
Raushan YergeshbayevaSchool of Public Health, Kazakh National Medical University, 94 Tole bi Street, Almaty 050012, Kazakhstan.ORCID 0009-0009-5573-5251 Timur ChuikoSchool of Information Technology and Applied Mathematics, SDU University, 1/1 Abylai Khan Street, Kaskelen 040900, Kazakhstan.ORCID 0009-0003-6889-4602 Irina YermakovaKazakhstan Academy of Preventive Medicine, 66 Klochkov Street, Almaty 050008, Kazakhstan.ORCID 0009-0000-8679-0127 Aisulu BekzhanovaKazakhstan Academy of Preventive Medicine, 66 Klochkov Street, Almaty 050008, Kazakhstan.ORCID 0009-0007-8726-7179 Gulnara TyulebekovaKazakhstan Academy of Preventive Medicine, 66 Klochkov Street, Almaty 050008, Kazakhstan.ORCID 0009-0001-7096-5401 Danagul NiyetkaliyevaSchool of Information Technology and Applied Mathematics, SDU University, 1/1 Abylai Khan Street, Kaskelen 040900, Kazakhstan.ORCID 0009-0006-2745-4151 Nursaya SerikovaSchool of Information Technology and Applied Mathematics, SDU University, 1/1 Abylai Khan Street, Kaskelen 040900, Kazakhstan.ORCID 0009-0006-3086-3431 Funding
Ministry of Science and Higher Ediucation AP26102783Ministry of Science and Higher Education of the Republic of Kazakhstan AP26102783
6 · The paper itselfAbstract
PubMed holds no abstract for this paper.
Indexed as
Diet, HealthyLarge Language ModelsAlgorithmsDatabases, FactualDigital HealthHumansartificial intelligencechatbotsclinical decision support systemsdigital healthexplainable AIfood databaseslarge language modelslinear programming optimizationnutritionpersonalized diet
Identifiers
PMID42514297
PMCPMC13415026
What Socratic holds
Textmetadata
LicenceCC BY
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