Using Large Language Models to Generate Dietary Feedback Similar to Human Experts in Weight Management: Experiments on Real-World Scenario Data

-value = 0.498). The study highlights that integrating LLMs with real-world data in health management processes can enhance the situational adaptability of LLMs in practical health management environment applications.

Authors

Ning Deng (ORCID: https://orcid.org/0000-0002-6573-1061)
Kun Hu (ORCID: https://orcid.org/0000-0003-0350-3132)
Jiye An (ORCID: https://orcid.org/0000-0002-6149-7052)
Liping Cui (ORCID: https://orcid.org/0000-0003-3640-3007)
Ruixin Dai (ORCID: https://orcid.org/0009-0003-8702-4565)

Institutions

Ministry of Education (NZ)
Ningxia Medical University (CN)
Ningxia Medical University General Hospital (CN)

Publication Details

Journal: Bioengineering
Published: 2026-04-16
DOI: https://doi.org/10.3390/bioengineering13040468
Primary Topic: Nutritional Studies and Diet
Type: article
Field-Weighted Citation Impact: 0.00

Funders

National Natural Science Foundation of China

Controls

|||

ALL TIME

JAN

FEB

MAR

APR

MAY

JUN

JUL

AUG

SEP

OCT

article

Using Large Language Models to Generate Dietary Feedback Similar to Human Experts in Weight Management: Experiments on Real-World Scenario Data

Ning Deng, Kun Hu, Jiye An, Liping Cui et al.

Apr 16, 2026

Bioengineering

Nutritional Studies and Diet

article

Using Large Language Models to Generate Dietary Feedback Similar to Human Experts in Weight Management: Experiments on Real-World Scenario Data

Ning Deng, Kun Hu, Jiye An, Liping Cui, Ruixin Dai

April 16, 2026article en

Abstract

-value = 0.498). The study highlights that integrating LLMs with real-world data in health management processes can enhance the situational adaptability of LLMs in practical health management environment applications.

BioengineeringVol. 13(4)

Ministry of Education (NZ), Ningxia Medical University (CN), Ningxia Medical University General Hospital (CN)

National Natural Science Foundation of China

Zero hunger

Openalex Percentile: Top 19%

Nutritional Studies and Diet

DOI Open Access PDF OpenAlex

AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.