Evidence map›Paper›PMID 41112801›Full record

ArticleBiomedical optics express2025

Deep reinforcement learning for automatic defocus correction using OCT image intensity.

Guozheng Xu, Thomas J Smart, Arman Athwal, Robert J Zawadzki, Peter R T Munro, Marinko V Sarunic

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Biomedical optics express, 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.

Guozheng XuDepartment of Medical Physics and Biomedical Engineering, University College London, London, WC1E 6BT, United Kingdom.ORCID https://orcid.org/0009-0004-3208-4314
Thomas J SmartInstitute of Ophthalmology, University College London, London, WC1E 6BT, United Kingdom.
Arman AthwalDepartment of Medical Physics and Biomedical Engineering, University College London, London, WC1E 6BT, United Kingdom.
Robert J ZawadzkiUC Davis EyePod Small Animal Ocular Imaging Laboratory, University of California Davis, 4320 Tupper Hall, Davis, CA 95616, USA.ORCID https://orcid.org/0000-0002-9574-156X
Peter R T MunroDepartment of Medical Physics and Biomedical Engineering, University College London, London, WC1E 6BT, United Kingdom.ORCID https://orcid.org/0000-0001-9306-3673
Marinko V SarunicDepartment of Medical Physics and Biomedical Engineering, University College London, London, WC1E 6BT, United Kingdom.

Funding

Theranostics of Photoreceptor-RPE-Choroid Neurovascular Unit in Mouse Models of Eye DiseasesR01EY026556 · NEI · UNIVERSITY OF CALIFORNIA AT DAVIS · PI Robert J Zawadzki · 2017 to 2026
$4.1M
OCT-based functional biomarkers for degenerative diseases of the photoreceptor-RPE-choroid neurovascular unitR01EY034340 · NEI · UNIVERSITY OF CALIFORNIA AT DAVIS · PI Ravi S. Jonnal, Robert J Zawadzki · 2023 to 2026
$2.2M
Investigating fundamental properties and clinical applications of the optoretinogramR01EY033532 · NEI · UNIVERSITY OF CALIFORNIA AT DAVIS · PI Ravi S. Jonnal · 2022 to 2026
$2.0M
NEI NIH HHS R01 EY026556NEI NIH HHS R01 EY033532NEI NIH HHS R01 EY034340
6 · The paper itself

Abstract

Optical coherence tomography (OCT) image stability often suffers during

Identifiers

PMID41112801
PMCPMC12532345

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.