A YOLO Ensemble Framework for Detection of Barrett's Esophagus Lesions in Endoscopic Images.

Wan-Chih Lin, Chi-Chih Wang, Ming-Chang Tsai, Chao-Yen Huang, Chun-Che Lin, Ming-Hseng Tseng

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

6 authors.

Wan-Chih LinMaster Program in Medical Informatics, Chung Shan Medical University, Taichung 40201, Taiwan.

Chi-Chih WangDivision of Gastroenterology and Hepatology, Department of Internal Medicine, Chung Shan Medical University Hospital, Taichung 40201, Taiwan.ORCID 0000-0002-8222-0503

Ming-Chang TsaiDivision of Gastroenterology and Hepatology, Department of Internal Medicine, Chung Shan Medical University Hospital, Taichung 40201, Taiwan.

Chao-Yen HuangSchool of Medicine, Chung Shan Medical University, Taichung 40201, Taiwan.ORCID 0000-0002-8575-4180

Chun-Che LinDivision of Gastroenterology and Hepatology, Department of Internal Medicine, Chung Shan Medical University Hospital, Taichung 40201, Taiwan.

Ming-Hseng TsengMaster Program in Medical Informatics, Chung Shan Medical University, Taichung 40201, Taiwan.ORCID 0000-0001-8868-1610

Funding

National Science and Technology Council, Taiwan, R.O.C. NSTC 113-2121-M-040-002

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Barrett’s Esophagushealthcareobject detectionYOLO ensemble

Identifiers

PMID41008662

DOI10.3390/diagnostics15182290

PMCPMC12468425

What OpenQuestion holds

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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.