Evidence map›Paper›PMID 40442336›Full record

ArticleScientific reports2025

Air bubble dispersion imaging in whipping cream with specified fat contents by fuzzy phase classification implemented in electrical impedance tomography.

Songshi Li, Prima Asmara Sejati, Ryuichi Fukumoto, Masahiro Takei

Abstract read
In one paragraph

Article in Scientific reports, 2025. 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
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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

4 authors.

Songshi LiGraduate School of Engineering, Chiba University, 1-33, Yayoicho, Inage-ku, Chiba-shi, 263-8522, Chiba, Japan.
Prima Asmara SejatiGraduate School of Engineering, Chiba University, 1-33, Yayoicho, Inage-ku, Chiba-shi, 263-8522, Chiba, Japan. prima.asmara.s@ugm.ac.id.
Ryuichi FukumotoGraduate School of Science and Engineering, Chiba University, 1-33, Yayoicho, Inage-ku, Chiba-shi, 263-8522, Chiba, Japan.
Masahiro TakeiGraduate School of Engineering, Chiba University, 1-33, Yayoicho, Inage-ku, Chiba-shi, 263-8522, Chiba, Japan.

Funding

Japan Science and Technology Agency (JST) JPMJSF23AA
6 · The paper itself

Abstract

The air bubble dispersion in whipping cream during agitation has been imaged by fuzzy phase classification implemented in electrical impedance tomography (fEIT) for internal morphological structure visualization. The fEIT consists of non-linear conductivity [Formula: see text] reconstruction and fuzzy phase classification to classify [Formula: see text] into a probabilistic cluster [Formula: see text] ([Formula: see text]: oil-in-water phase, [Formula: see text]: air bubble). In the experiments, probabilistic air bubble cluster [Formula: see text] of whipping cream with five milk fat (MF) contents were reconstructed by fEIT during agitation to image the air bubble dispersion. The [Formula: see text] demonstrated the air bubble dispersion within the sensor area caused by agitation. The spatial average [Formula: see text] was increased and then decreased due to the incorporation and subsequent departure of air bubbles during agitation. The peak [Formula: see text] time t

Indexed as

Air bubble dispersionElectrical impedance tomographyFat contentFuzzy phase classificationInternal morphological structureWhipping cream

Identifiers

PMID40442336
PMCPMC12122938

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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.