Evidence map›Paper›PMID 42063591›Full record

ArticleFood chemistry: X2026

Unraveling the flavor formation mechanism during yak sour meat fermentation: Integrated multi-omics and machine learning approaches.

Peiting Zhang, Chenshuo Wang, Peiyi Wang, Zilin Shen, Jiazhuo Gao, Shihong Fang, Chenglin Zhu, Luca Laghi

Abstract read
In one paragraph

Article in Food chemistry: X, 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

8 authors.

Peiting ZhangCollege of Pharmacy and Food, Southwest Minzu University, Chengdu, Sichuan 610041, China.
Chenshuo WangCollege of Pharmacy and Food, Southwest Minzu University, Chengdu, Sichuan 610041, China.
Peiyi WangCollege of Pharmacy and Food, Southwest Minzu University, Chengdu, Sichuan 610041, China.
Zilin ShenCollege of Computer Science and Artificial Intelligence, Southwest Minzu University, Chengdu, Sichuan 610041, China.
Jiazhuo GaoCollege of Computer Science and Artificial Intelligence, Southwest Minzu University, Chengdu, Sichuan 610041, China.
Shihong FangCollege of Computer Science and Artificial Intelligence, Southwest Minzu University, Chengdu, Sichuan 610041, China.
Chenglin ZhuCollege of Pharmacy and Food, Southwest Minzu University, Chengdu, Sichuan 610041, China.
Luca LaghiDepartment of Agricultural and Food Sciences, University of Bologna, Cesena 47521, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Fermentation determines the physicochemical properties and flavor characteristics of sour meat. However, research on yak sour meat fermentation remains limited, compared to pork's counterpart. This study combined physicochemical analysis, intelligent sensory techniques, gas chromatography - ion mobility spectrometry (GC-IMS), 16S rRNA sequencing and machine learning (ML) to explore bacterial dynamics and flavor development during a 45-day fermentation procedure.

Indexed as

Bacterial diversityCorrelation bacteria-flavorIntelligent sensoryYak sour meat

Identifiers

PMID42063591
PMCPMC13125153

What OpenQuestion holds

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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.