Evidence map›Paper›PMID 40232092›Full record

ArticleFoods (Basel, Switzerland)2025

Exploring the Influence of Pottery Jar Formula Variables on Flavor Substances Through Feature Ranking and Machine Learning: Case Study of Maotai-Flavored Baijiu.

Haili Yang, Xinjun Hu, Jianpin Tian, Liangliang Xie, Manjiao Chen, Dan Huang

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

6 authors.

Haili YangSchool of Mechanical Engineering, Sichuan University of Science and Engineering, Yibin 644000, China.ORCID 0000-0002-4089-805X
Xinjun HuSchool of Mechanical Engineering, Sichuan University of Science and Engineering, Yibin 644000, China.
Jianpin TianSchool of Mechanical Engineering, Sichuan University of Science and Engineering, Yibin 644000, China.
Liangliang XieSchool of Mechanical Engineering, Sichuan University of Science and Engineering, Yibin 644000, China.
Manjiao ChenSchool of Mechanical Engineering, Sichuan University of Science and Engineering, Yibin 644000, China.
Dan HuangThe Liquor Making Biological Technology and Application of Key Laboratory of Sichuan Province, Yibin 644000, China.

Funding

Anhui Provincial Key Laboratory of Intelligent Solid-state Fermentation Technology GJ200020240429010Liquor Making Biological Technology and Application of Key Laboratory of Sichuan Province NJ2022-08Liquor Making Biological Technology and Application of Key Laboratory of Sichuan Province NJ2023-08Sichuan Provincial Science and Technology Support Program 2024YFFK0435
6 · The paper itself

Abstract

The advantages of pottery jars in the aging process of Baijiu are evident, but the impact of their material composition and pore structure on the flavor of Baijiu has not been widely studied. This study systematically analyzed the effects of six types of pottery jars on metal ions and flavor substances during the storage process of Maotai-flavored Baijiu. It was found that changes in the content of Fe and Zn metals, as well as pore parameters in the jars, significantly affected the content of AL, Mg, K, Na, and Ca ions in Baijiu. Based on three feature ranking methods and three machine learning models, a feature selection method related to flavor substances was established, identifying the key features (i.e., key metal ions) for each flavor group. The final key features of each flavor group can accurately predict the corresponding flavor substance content (Rp

Indexed as

feature rankingflavor substancesmachine learningmetal ionspore parameterspottery jar

Identifiers

PMID40232092
PMCPMC11941882

What OpenQuestion holds

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LicenceCC BY
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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.