Evidence map›Paper›PMID 39549670›Full record

ArticleUltrasonics sonochemistry2024

Combined ANFIS and numerical methods to reveal the mass transfer mechanism of ultrasound-enhanced extraction of proteins from millet.

Yan-Rong Ma, Yong-Qiang Xu, Wen Guo, Yi-Lin Shi, Yue Wu, Zhi-Gang Chen

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Ultrasonics sonochemistry, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

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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.

Yan-Rong MaCollege of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China.
Yong-Qiang XuCollege of Food Science and Engineering, Nanjing University of Finance and Economics/Collaborative Innovation Center for Modern Grain Circulation and Safety, Nanjing 210023, China.
Wen GuoCollege of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China.
Yi-Lin ShiCollege of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China.
Yue WuCollege of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China. Electronic address: wu.yue@njau.edu.cn.
Zhi-Gang ChenCollege of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China. Electronic address: zgchen@njau.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Millet protein, as a promising plant-based protein substitute source, is an excellent basis for essential amino acids compared to commonly consumed staple grains. Compared with the traditional extraction process, ultrasound has been used to enhance the extraction efficiency of various plant-based proteins. To reveal the mechanism of ultrasound-enhanced extraction of proteins, adaptive neuro-fuzzy inference system (ANFIS) algorithm and numerical simulation based on Fick's law were applied to illustrate the mass transfer behavior of millet proteins under different ultrasonic conditions including solid-liquid ratios (S/L ratios), pH and acoustic energy density levels (AED). The results showed that AED dominated the changes in effective diffusion coefficient (D

Indexed as

MilletsPlant ProteinsAlgorithmsChemical FractionationFuzzy LogicHydrogen-Ion ConcentrationUltrasonic WavesPlant ProteinsANFISMass transferMillet proteinNumerical simulationUltrasound-enhanced extraction

Identifiers

PMID39549670
PMCPMC11615138

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.