Evidence map›Paper›PMID 42511163›Full record

ArticleFoods (Basel, Switzerland)2026

Near-Infrared Spectroscopy and Machine Learning for Geographic-Origin Screening of

Yingying Hu, Jiecai Li, Guona Dai, Meng Cui, Ying Zhou, Yongcheng Yang, Conglong Xia, Ying Wang, Baozhong Duan

Abstract read
In one paragraph

Article in Foods (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

9 authors.

Yingying HuSchool of Pharmacy, Dali University, Dali 671003, China.
Jiecai LiSchool of Pharmacy, Dali University, Dali 671003, China.
Guona DaiInternational Joint Laboratory for the Development and Utilization of Traditional Chinese Medicine Resources in Yunnan Province, Dali 671003, China.
Meng CuiInternational Joint Laboratory for the Development and Utilization of Traditional Chinese Medicine Resources in Yunnan Province, Dali 671003, China.
Ying ZhouInstitute of Dendrobium in Longling County, Baoshan 678300, China.
Yongcheng YangSchool of Pharmacy, Dali University, Dali 671003, China.
Conglong XiaSchool of Pharmacy, Dali University, Dali 671003, China.ORCID 0000-0002-8183-7595
Ying WangSchool of Pharmacy, Dali University, Dali 671003, China.
Baozhong DuanSchool of Pharmacy, Dali University, Dali 671003, China.ORCID 0000-0002-9819-6050

Funding

Key Technology Projects in Yunnan Province of China 202302AA310029Yunnan Academician Expert Workstation 202205AF150026Yunnan Expert Workstation 202505AF350055Yunnan International Joint Laboratory of Characteristic Medicinal and Edible Resources 202503AP140006
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Dendrobium crepidatum Lindl. et Paxt.geographic origin discriminationmachine learningnear-infrared spectroscopyspectral variable interpretation

Identifiers

PMID42511163
PMCPMC13408795

What OpenQuestion holds

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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.