Evidence map›Paper›PMID 40870826›Full record

ArticleFoods (Basel, Switzerland)2025

Deep Learning Enabled Optimization and Mass Transfer Mechanism in Ultrasound-Assisted Enzymatic Extraction of Polyphenols from Tartary Buckwheat Hulls.

Yilin Shi, Yanrong Ma, Rong Li, Ruiyu Zhang, Zizhen Song, Yao Lu, Zhigang Chen, Yufu Wang, Yue Wu

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 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.

  1. Article
  2. Article
  3. DES/Extraction and Process Optimization ofMolecules (Basel, Switzerland) · 2026
    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

9 authors.

Yilin ShiCollege of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China.
Yanrong MaCollege of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China.
Rong LiCollege of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China.
Ruiyu ZhangCollege of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China.
Zizhen SongCollege of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China.
Yao LuCollege of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China.
Zhigang ChenCollege of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China.
Yufu WangSchool of Chemistry, The University of Melbourne, Parkville, VIC 3010, Australia.
Yue WuCollege of Food Science and Technology, Nanjing Agricultural University, Nanjing 210095, China.

Funding

National Natural Science Foundation of China 32402291
6 · The paper itself

Abstract

Tartary buckwheat hulls, a phenolic-rich by-product of buckwheat processing, offer great potential for resource utilization. In this study, ultrasound-assisted enzymatic extraction with two temperatures (40 °C and 50 °C) was employed to obtain phenolics from Tartary buckwheat hulls. Compared with the traditional extraction method (207 mg/100 g), ultrasound-assisted enzymatic extraction increased the total phenolic yield by 91.3% at 50 °C. Numerical simulations based on Fick's law indicated that enzyme pretreatment concentration positively correlated with the effective diffusion coefficient (De), which increased from 9.15 × 10

Indexed as

deep learningnumerical simulationpolyphenolsTartary buckwheat hullsultrasound-assisted enzymatic extraction

Identifiers

PMID40870826
PMCPMC12386049

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.