Evidence map›Paper›PMID 40077548›Full record

ArticleFoods (Basel, Switzerland)2025

Improving the Bioactivities of Apricot Kernels Through Fermentation: Investigating the Relationship Between Bioactivities, Polyphenols, and Amino Acids Through the Random Forest Regression XAI Approach.

Zhiyu Zhao, Kevin Kantono, Rothman Kam, Thao T Le, Eileen Kitundu, Tony Chen, Nazimah Hamid

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 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Biochemical and Flavour Profile of Lingzhi (Antioxidants (Basel, Switzerland) · 2026
    Article
  2. Review
  3. Review
  4. Article
  5. 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

7 authors.

Zhiyu ZhaoAUT Centre for Future Foods, School of Science, Faculty of Health and Environment Sciences, Auckland University of Technology, Auckland 1010, New Zealand.ORCID 0000-0001-8849-1825
Kevin KantonoAUT Centre for Future Foods, School of Science, Faculty of Health and Environment Sciences, Auckland University of Technology, Auckland 1010, New Zealand.ORCID 0000-0001-6417-8455
Rothman KamAUT Centre for Future Foods, School of Science, Faculty of Health and Environment Sciences, Auckland University of Technology, Auckland 1010, New Zealand.ORCID 0000-0002-0503-9567
Thao T LeAUT Centre for Future Foods, School of Science, Faculty of Health and Environment Sciences, Auckland University of Technology, Auckland 1010, New Zealand.ORCID 0000-0002-1882-1961
Eileen KitunduAUT Centre for Future Foods, School of Science, Faculty of Health and Environment Sciences, Auckland University of Technology, Auckland 1010, New Zealand.
Tony ChenAUT Centre for Future Foods, School of Science, Faculty of Health and Environment Sciences, Auckland University of Technology, Auckland 1010, New Zealand.
Nazimah HamidAUT Centre for Future Foods, School of Science, Faculty of Health and Environment Sciences, Auckland University of Technology, Auckland 1010, New Zealand.ORCID 0000-0001-7662-095X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Apricot kernels are known for being a rich source of oil, protein, and bioactive compounds. This study focused on enhancing the bioactivities of apricot kernels through fermentation. Additionally, this study explored the correlations between polyphenols, amino acids, antioxidant activities, and total phenolic content (TPC). The findings indicated that apricot kernels fermented with

Indexed as

amino acidsantioxidant activityapricot kernelsfermentationlactic acidpolyphenolsrandom forest regression

Identifiers

PMID40077548
PMCPMC11898452

What OpenQuestion holds

Textmetadata
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.