Enhancing Tip Detection by Pre-Training with Synthetic Data for Ultrasound-Guided Intervention.

Ruixin Wang, Jinghang Wang, Wei Zhao, Xiaohui Liu, Guoping Tan, Jun Liu, Zhiyuan Wang

Abstract read

In one paragraph

Article in Diagnostics (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

7 authors.

Ruixin WangDepartment of Radiology, The Second Xiangya Hospital, Central South University, Changsha 410011, China.ORCID 0000-0002-5140-7930

Jinghang WangDepartment of Radiology, The Second Xiangya Hospital, Central South University, Changsha 410011, China.

Wei ZhaoDepartment of Radiology, The Second Xiangya Hospital, Central South University, Changsha 410011, China.

Xiaohui LiuThe First People's Hospital of Kunshan, Affiliated Kunshan Hospital of Jiangsu University, Suzhou 215300, China.

Guoping TanCollege of Computer and Software, Hohai University, Nanjing 211100, China.ORCID 0000-0002-6583-9582

Jun LiuDepartment of Radiology, The Second Xiangya Hospital, Central South University, Changsha 410011, China.ORCID 0000-0002-7851-6782

Zhiyuan WangDepartment of Ultrasound, The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, Changsha 410013, China.

Funding

National Natural Science Foundation of China 61971451National Natural Science Foundation of China U22A20303National Natural Science Foundation of China U23A20479

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

data synthesisgenerative deep learningneedle tip detectionultrasound-guided interventions

Identifiers

PMID40804894

DOI10.3390/diagnostics15151926

PMCPMC12345732

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.