Evidence map›Paper›PMID 41543859›Full record

ArticleJAMA network open2026

Invisible Text Injection and Peer Review by AI Models.

Byungjin Choi, Tae Joon Jun, Joung Won Sung, Il Woo Park, Jeong-Moo Lee, Soo Ick Cho, Hyung Jun Park, Ro Woon Lee, Jungyo Suh

Abstract read
In one paragraph

Article in JAMA network open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

9 authors.

Byungjin ChoiDepartment of Biomedical Informatics, Ajou University, Suwon, Republic of Korea.
Tae Joon JunDepartment of Information Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea.
Joung Won SungDepartment of Urology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea.
Il Woo ParkDepartment of Urology, Gachon University Gil Medical Center, Incheon, Republic of Korea.
Jeong-Moo LeeArtificial Intelligence Research Committee, GIGA Study, Incheon, Republic of Korea.
Soo Ick ChoArtificial Intelligence Research Committee, GIGA Study, Incheon, Republic of Korea.
Hyung Jun ParkArtificial Intelligence Research Committee, GIGA Study, Incheon, Republic of Korea.
Ro Woon LeeArtificial Intelligence Research Committee, GIGA Study, Incheon, Republic of Korea.
Jungyo SuhDepartment of Urology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID41543859
PMCPMC12811800

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.