Evidence map›Paper›PMID 41868743›Full record

ArticleProceedings of machine learning research2025

I

Jiayi Xin, Sukwon Yun, Jie Peng, Inyoung Choi, Jenna L Ballard, Tianlong Chen, Qi Long

Abstract read
In one paragraph

Article in Proceedings of machine learning research, 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. Interpretable Alzheimer's Diagnosis via Multimodal Fusion of Regional Brain Experts.Proceedings. IEEE International Conference on Healthcare Informatics · 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

7 authors.

Jiayi XinUniversity of Pennsylvania, PA, USA.
Sukwon YunUniversity of North Carolina at Chapel Hill, NC, USA.
Jie PengUniversity of Science and Technology of China, Anhui, China.
Inyoung ChoiUniversity of Pennsylvania, PA, USA.
Jenna L BallardUniversity of Pennsylvania, PA, USA.
Tianlong ChenUniversity of North Carolina at Chapel Hill, NC, USA.
Qi LongUniversity of Pennsylvania, PA, USA.

Funding

Advancing Analysis of Multi-omics Data in Alzheimer's Disease ResearchRF1AG063481 · NIA · UNIVERSITY OF PENNSYLVANIA · PI LONG, QI · 2019 to 2020
$3.8M
Statistical Modeling of Alzheimer's Disease Progression Integrating Brain Imaging and -Omics DataR01AG071174 · NIA · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI KUNDU, SUPRATEEK, LONG, QI · 2021 to 2025
$3.3M
Robust privacy preserving distributed analysis platform for cancer research: addressing data bias and disparitiesU01CA274576 · NCI · UNIVERSITY OF PENNSYLVANIA · PI JIANG, XIAOQIAN, LONG, QI · 2023 to 2025
$1.2M
NCI NIH HHS U01 CA274576NIA NIH HHS R01 AG071174NIA NIH HHS RF1 AG063481
6 · The paper itself

Abstract

Modality fusion is a cornerstone of multimodal learning, enabling information integration from diverse data sources. However, vanilla fusion methods are limited by

Identifiers

PMID41868743
PMCPMC13004609

What OpenQuestion holds

Textmetadata
LicenceTDM
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.