Evidence map›Paper›PMID 41399512›Full record

ArticleiScience2025

Toward neuroimaging-based diagnostic support: a deep learning approach with a closed-loop system for psychiatric classification.

Qingfeng Li, Wengzheng Wang, Qian Guo, Lijuan Jiang, Kaini Qiao, Yang Hu, Xiaochen Zhang, Zhen Wang, Daihui Peng, Qing Fan and 13 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in iScience, 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

23 authors.

Qingfeng LiShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Wengzheng WangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Qian GuoShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Lijuan JiangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Kaini QiaoShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Yang HuShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Xiaochen ZhangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Zhen WangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Daihui PengShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Qing FanShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Min ZhaoShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Yiru FangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Jijun WangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Hong QiuShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Jinhong WangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Guanjun LiShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Jianhua ShengShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Yingying TangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Cheng JinSchool of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200030, China.
Dinggang ShenSchool of Biomedical Engineering, Shanghai Technology University, Shanghai 201210, China.
Margaret A NiznikiewiczHarvard Medical School, Boston, MA 02115, USA.
Chunbo LiShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.
Zhi YangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai 200030, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

While neuroimaging offers valuable insights into brain alterations associated with psychiatric disorders, its translation into routine clinical practice remains challenging. we developed the patch-based hierarchical network (PHN), a deep learning framework for classifying multiple psychiatric disorders from structural MRI. Trained on a large, curated dataset (

Indexed as

artificial intelligenceneuroscience

Identifiers

PMID41399512
PMCPMC12702231

What OpenQuestion holds

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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.