Predicting Axillary Lymph Node Metastasis of Breast Cancer Using Joint Pre-Trained Fine-Tuning and Contrastive Learning for Contrast-Enhanced Ultrasound.

Rong Huang, Mengshi Tang, Lin Pan, Shaohua Zheng, Shu Chen, Yijie Chen

Abstract read

In one paragraph

Article in Bioengineering (Basel, Switzerland), 2025. 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

6 authors.

Rong HuangThe Academy of Digital China, Fuzhou University, Fuzhou 350001, China.

Mengshi TangCollege of Physics and Information Engineering, Fuzhou University, Fuzhou 350001, China.

Lin PanCollege of Physics and Information Engineering, Fuzhou University, Fuzhou 350001, China.ORCID 0000-0001-5271-6295

Shaohua ZhengCollege of Physics and Information Engineering, Fuzhou University, Fuzhou 350001, China.

Shu ChenCollege of Physics and Information Engineering, Fuzhou University, Fuzhou 350001, China.ORCID 0009-0006-2420-0025

Yijie ChenClinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou 350014, China.

Funding

Joint Funds for the innovation of science and Technology of Fujian province 2020Y9037Joint Funds for the innovation of science and Technology of Fujian province 2021Y9220Joint Funds for the innovation of science and Technology of Fujian province 2023I0014Joint Funds for the innovation of science and Technology of Fujian province 2023Y9144National Natural Science Foundation of China 62271149Natural Science Foundation of Fujian Province 2024J01353Science and Technology Special Project of Fujian Province CZT202408

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

axillary lymph node metastasis assessmentbreast cancercontrast-enhanced ultrasoundcontrastive learningpre-trained fine-tuning

Identifiers

PMID41463633

DOI10.3390/bioengineering12121335

PMCPMC12729765

What OpenQuestion 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 OpenQuestion graph.