Evidence map›Paper›PMID 42381723›Full record

ArticleCurrent research in food science2026

A digital twin approach for optimizing okara-based Greek-style yogurt using hybrid Gompertz-LSTM modeling and data assimilation.

Donlaporn Saetae

Abstract read
In one paragraph

Article in Current research in food science, 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

1 author.

Donlaporn SaetaeDairy and Beverage Engineering Program, Department of Industrial Engineering, Faculty of Engineering, Mahidol University, Salaya, Nakhon Pathom, Thailand.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Plant-based yogurts frequently exhibit inadequate structural integrity and pronounced syneresis. This study formulated a novel okara and coconut milk Greek-style plant-based yogurt and developed a physics-augmented digital twin for robust process control. Rheological and microstructural analyses, yielding a fractal dimension (

Indexed as

Data assimilationDigital twinHybrid machine learningOkara valorizationPlant-based yogurtRheological modeling

Identifiers

PMID42381723
PMCPMC13316634

What OpenQuestion holds

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LicenceCC BY-NC-ND
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.