Evidence map›Paper›PMID 34040694›Full record

ArticleProceedings. IEEE International Symposium on Biomedical Imaging2020

SCREENING FOR BARRETT'S ESOPHAGUS WITH PROBE-BASED CONFOCAL LASER ENDOMICROSCOPY VIDEOS.

J Vince Pulido, Shan Guleria, Lubaina Ehsan, Tilak Shah, Sana Syed, Don E Brown

Abstract read
In one paragraph

Article in Proceedings. IEEE International Symposium on Biomedical Imaging, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Review
  2. Article
  3. Review
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  5. 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

6 authors.

J Vince Pulido *Johns Hopkins University, Applied Physics Lab, Laurel, MD.
Shan Guleria *University of Virginia, School of Medicine, Charlottesville, VA.
Lubaina EhsanUniversity of Virginia, School of Medicine, Charlottesville, VA.
Tilak ShahHunter Holmes McGuire VA Medical Center, Richmond, VA.
Sana SyedUniversity of Virginia, School of Medicine, Charlottesville, VA.
Don E BrownUniversity of Virginia, Engineering Systems and Environment, Charlottesville, VA.

Funding

Computational Characterization of Environmental EnteropathyK23DK117061 · NIDDK · UNIVERSITY OF VIRGINIA · PI SYED, SANA · 2019 to 2023
$964k
NIDDK NIH HHS K23 DK117061
6 · The paper itself

Abstract

Histologic diagnosis of Barrett's esophagus and esophageal malignancy via probe-based confocal laser endomicroscopy (pCLE) allows for real-time examination of epithelial architecture and targeted biopsy sampling. Although pCLE demonstrates high specificity, sensitivity remains low. This study employs deep learning architectures in order to improve the accuracy of pCLE in diagnosing esophageal cancer and its precursors. pCLE videos are curated and annotated as belonging to one of the three classes: squamous, Barrett's (intestinal metaplasia without dysplasia), or dysplasia. We introduce two novel video architectures, AttentionPooling and Multi-Module AttentionPooling deep networks, that outperform other models and demonstrate a high degree of explainability.

Indexed as

Barrett’s EsophagusProbe-based confocal laser endomicroscopy (pCLE)Video Classification

Identifiers

PMID34040694
PMCPMC8144884

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.