Low-Rank Tensor Fusion for Enhanced Deep Learning-Based Multimodal Brain Age Estimation.

Xia Liu, Guowei Zheng, Iman Beheshti, Shanling Ji, Zhinan Gou, Wenkuo Cui

Abstract read

In one paragraph

Article in Brain sciences, 2024. 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.

Multimodal Deep Learning and Knowledge-Enhanced Intelligent Decision Support System for Pipeline Embolization Device Size Selection in Intracranial Aneurysm Treatment.CNS neuroscience & therapeutics · 2026
Article
Fifteen years on: a review of the Cam-CAN study of the cognitive neuroscience of ageing.GeroScience · 2026
Review
Seeing What's on the Plate: Composition-Aware Fine-Grained Food Recognition for Dietary Analysis.Foods (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

6 authors.

Xia LiuSchool of Management Science and Information Engineering, Hebei University of Economics and Businesses, Shijiazhuang 050061, China.

Guowei ZhengSchool of Computer Science and Technology, Harbin Institute of Technology, Weihai 264209, China.

Iman BeheshtiDepartment of Human Anatomy and Cell Science, University of Manitoba, Winnipeg, MB R3T 2N2, Canada.ORCID 0000-0003-4750-3433

Shanling JiInstitute of Mental Health, Jining Medical University, Jining 272111, China.

Zhinan GouSchool of Management Science and Information Engineering, Hebei University of Economics and Businesses, Shijiazhuang 050061, China.

Wenkuo CuiSchool of Management Science and Information Engineering, Hebei University of Economics and Businesses, Shijiazhuang 050061, China.

Funding

Hebei University of Economics and Business Scientific Research and Development Program 2024YB23Science Research Project of Hebei Education Department BJK2024092

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

brain agedeep learninglow-rank tensor fusionmachine learningmultimodalspatial–temporal

Identifiers

PMID39766451

DOI10.3390/brainsci14121252

PMCPMC11674316

What Socratic 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 Socratic graph.