Evidence mapPaperPMID 41097121Full record

ArticleNutrients2025

Comparison of Accuracy in the Evaluation of Nutritional Labels on Commercial Ready-to-Eat Meal Boxes Between Professional Nutritionists and Chatbots.

Chin-Feng Hsuan, Yau-Jiunn Lee, Hui-Chun Hsu, Chung-Mei Ouyang, Wen-Chin Yeh, Wei-Hua Tang

Abstract readComparative Study
In one paragraph

Article in Nutrients, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
field-weighted citation impact
1 · What the graph read from it

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 registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Chin-Feng HsuanDivision of Cardiology, Department of Internal Medicine, E-Da Hospital, I-Shou University, Kaohsiung 82445, Taiwan.ORCID 0000-0002-0562-8310
Yau-Jiunn LeeDepartment of Internal Medicine, Lee's Clinic, 130 Min-Zu Rd, Pingtung 90000, Taiwan.
Hui-Chun HsuDepartment of Nursing, Lee's Clinic, 130 Min-Zu Rd, Pingtung 90000, Taiwan.ORCID 0000-0002-5154-3916
Chung-Mei OuyangDepartment of Clinical Nutrition, Lee's Clinic, 130 Min-Zu Rd, Pingtung 90000, Taiwan.
Wen-Chin YehDivision of Cardiology, Department of Internal Medicine, Ministry of Health and Welfare Yuli Hospital, Hualien 98142, Taiwan.
Wei-Hua TangDivision of Cardiology, Department of Internal Medicine, Ministry of Health and Welfare Yuli Hospital, Hualien 98142, Taiwan.ORCID 0000-0002-3338-9505

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Artificial IntelligenceFast FoodsFood LabelingNutritionistsEnergy IntakeGenerative Artificial IntelligenceHumansNutritive ValueReproducibility of Resultsartificial intelligenceChatGPTClaudeCopilotfood labelGeminiGroklarge language modelsnutrition estimation

Identifiers

PMID41097121
PMCPMC12526241

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.