Evidence map›Paper›PMID 42122082›Full record

ArticleDiagnostics (Basel, Switzerland)2026

A Deep Learning Model Integrating Ultrasound Images and Multidimensional Clinical Information for Differentiating Benign and Malignant Non-Mass Lesions.

Weixian Huang, Zhiyu Xie, Zixuan Mo, Xing Tao, Yanhui Jiang, Dong Ni, Yanfeng Zhou, Jianxing Zhang

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2026. 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
–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

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

8 authors.

Weixian HuangThe Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou 510000, China.
Zhiyu XieSchool of Artificial Intelligence, Shenzhen University, Shenzhen 518060, China.
Zixuan MoThe Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou 510000, China.
Xing TaoSchool of Artificial Intelligence, Shenzhen University, Shenzhen 518060, China.
Yanhui JiangDepartment of Ultrasound, Guangdong Provincial Hospital of Chinese Medicine, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou 510120, China.ORCID 0000-0002-9474-2384
Dong NiSchool of Artificial Intelligence, Shenzhen University, Shenzhen 518060, China.
Yanfeng ZhouSchool of Artificial Intelligence, Shenzhen University, Shenzhen 518060, China.
Jianxing ZhangDepartment of Ultrasound, Guangdong Provincial Hospital of Chinese Medicine, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou 510120, China.

Funding

Guangzhou Municipal Science and Technology Bureau 2024A03J0705Traditional Chinese Medicine Bureau of Guangdong Province 20242032
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencebreast non-mass lesionsdeep learninginformation fusionultrasound

Identifiers

PMID42122082
PMCPMC13163670

What OpenQuestion holds

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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.