Evidence map›Paper›PMID 40166091›Full record

ArticleFundamental research2025

End-to-end dataflow engineering framework of honey manufacturing from intermediates to process by TAS1R2@AuNPs/SPCE biosensor coupled with quality transfer principle.

Xiaoyan Hu, Jingqi Zeng, Lijuan Ma, Xiaomeng Wang, Jing Du, Lu Yao, Zhisheng Wu

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Fundamental research, 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

7 authors.

Xiaoyan HuFujian University of Traditional Chinese Medicine, Fuzhou 350122, China.
Jingqi ZengFujian University of Traditional Chinese Medicine, Fuzhou 350122, China.
Lijuan MaEngineering Research Center for Pharmaceutics of Chinese Materia Medica and New Drug Development, Ministry of Education, Beijing 100102, China.
Xiaomeng WangEngineering Research Center for Pharmaceutics of Chinese Materia Medica and New Drug Development, Ministry of Education, Beijing 100102, China.
Jing DuChina Beijing Tongrentang Group Co., Ltd. Beijing 100062, China.
Lu YaoChina Beijing Tongrentang Group Co., Ltd. Beijing 100062, China.
Zhisheng WuFujian University of Traditional Chinese Medicine, Fuzhou 350122, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study reported an original end-to-end dataflow engineering framework for the quality transfer principle to overcome the quality challenges in real-world honey manufacturing. Firstly, 650 pivotal data points of physical and chemical quality attributes from 65 batches of honey intermediates were characterized through multiple sensors, which included rheological properties, acidity, moisture, and sugars. Furthermore, a hypersensitized TAS1R2@AuNPs/SPCE biosensor was developed to identify biological quality attributes of honey, the powerful affinities between honey intermediates and the TAS1R2 receptor were discovered (K

Indexed as

BiosensorCritical quality attributesEnd-to-end dataflowHoney manufacturingQuality transfer principle

Identifiers

PMID40166091
PMCPMC11955019

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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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 OpenQuestion graph.