Evidence map›Paper›PMID 41097610›Full record

ArticleFoods (Basel, Switzerland)2025

Machine Learning and UHPLC-MS/MS-Based Discrimination of the Geographical Origin of

Tao Lin, Yanping Ye, Jiao Zhang, Jing Wang, Zhengxu Hu, Khine Zar Linn, Xinglian Chen, Hongcheng Liu, Zhenhuan Liu, Qinghua Yao

Abstract read
In one paragraph

Article in Foods (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

10 authors.

Tao LinQuality Standards and Testing Technology Research Institute, Yunnan Academy of Agricultural Sciences, Kunming 650205, China.ORCID 0000-0001-9420-5071
Yanping YeQuality Standards and Testing Technology Research Institute, Yunnan Academy of Agricultural Sciences, Kunming 650205, China.
Jiao ZhangQuality Standards and Testing Technology Research Institute, Yunnan Academy of Agricultural Sciences, Kunming 650205, China.
Jing WangLongling County Agricultural Technology Extension Center, Longling 678300, China.
Zhengxu HuLongling County Agricultural Technology Extension Center, Longling 678300, China.
Khine Zar LinnDepartment of Biotechnology Research, Ministry of Science and Technology, Kyaukse 05021, Myanmar.
Xinglian ChenQuality Standards and Testing Technology Research Institute, Yunnan Academy of Agricultural Sciences, Kunming 650205, China.
Hongcheng LiuQuality Standards and Testing Technology Research Institute, Yunnan Academy of Agricultural Sciences, Kunming 650205, China.
Zhenhuan LiuQuality Standards and Testing Technology Research Institute, Yunnan Academy of Agricultural Sciences, Kunming 650205, China.
Qinghua YaoInstitute of Quality Standards Testing Technology for Agro-Products, Fujian Academy of Agricultural Sciences, Fuzhou 350003, China.ORCID 0000-0002-0648-0063

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

A rapid targeted screening method for 22 compounds, including flavonoids, glycosides, and phenolics, in

Indexed as

Dendrobium officinalediscriminationgeographical originmachine learningUHPLC–MS/MS

Identifiers

PMID41097610
PMCPMC12523558

What OpenQuestion 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 OpenQuestion graph.