Evidence map›Paper›PMID 39812328›Full record

ArticleThe British journal of mathematical and statistical psychology2025

Data fusion by T3-PCA: A global model for the simultaneous analysis of coupled three-way and two-way real-valued data.

Elisa Frutos-Bernal, Eva Ceulemans, Purificación Galindo-Villardón, Tom F Wilderjans

Abstract read
In one paragraph

Article in The British journal of mathematical and statistical psychology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

4 authors.

Elisa Frutos-BernalDepartment of Statistics, University of Salamanca, Salamanca, Spain.ORCID 0000-0001-7108-481X
Eva CeulemansResearch Group of Quantitative Psychology and Individual Differences, Faculty of Psychology and Educational Sciences, Katholieke Universiteit, Leuven, Belgium.ORCID 0000-0002-7611-4683
Purificación Galindo-VillardónDepartment of Statistics, University of Salamanca, Salamanca, Spain.ORCID 0000-0001-6977-7545
Tom F WilderjansResearch Group of Quantitative Psychology and Individual Differences, Faculty of Psychology and Educational Sciences, Katholieke Universiteit, Leuven, Belgium.ORCID 0000-0002-1677-4938

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In various areas of science, researchers try to gain insight into important processes by jointly analysing different datasets containing information regarding common aspects of these processes. For example, to explain individual differences in personality, researchers collect, for the same set of persons, data regarding behavioural signatures (i.e., the reaction profile of a person across different situations), on the one hand, and traits or dispositions, on the other hand. To uncover the processes underlying such coupled data, to all N-way

Indexed as

Models, StatisticalPrincipal Component AnalysisAlgorithmsComputer SimulationData Interpretation, StatisticalHumansPsychometricsalternating least squarescommon componentscoupled/linked datadata fusionmultiblock multiway data analysisPCAsequential strategysimultaneous strategyTucker3

Identifiers

PMID39812328
PMCPMC11971618

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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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.