Layer-specific quantitative analysis of accommodation in the human lens using long-range OCT and machine learning.

Soman K, Usman M, Urriza-Arpal R, Gondek G, Karnowski K, Ruminski J, Grulkowski I

DOI: 10.1186/s40662-026-00517-w
Published: 2026 Nov 1
Container: Eye and vision (London, England)
Publisher: Not recorded
Open access: yes

Credibility signals

limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1186/s40662-026-00517-w,
  title = {Layer-specific quantitative analysis of accommodation in the human lens using long-range OCT and machine learning.},
  author = {Soman K and Usman M and Urriza-Arpal R and Gondek G and Karnowski K and Ruminski J and Grulkowski I},
  year = {2026},
  journal = {Eye and vision (London, England)},
  doi = {10.1186/s40662-026-00517-w},
  url = {https://doi.org/10.1186/s40662-026-00517-w}
}

RIS

TY  - JOUR
TI  - Layer-specific quantitative analysis of accommodation in the human lens using long-range OCT and machine learning.
AU  - Soman K
AU  - Usman M
AU  - Urriza-Arpal R
AU  - Gondek G
AU  - Karnowski K
AU  - Ruminski J
AU  - Grulkowski I
PY  - 2026
JO  - Eye and vision (London, England)
DO  - 10.1186/s40662-026-00517-w
UR  - https://doi.org/10.1186/s40662-026-00517-w
ER  -

APA

K, S., M, U., R, U., G, G., K, K., J, R., & I, G. (2026). Layer-specific quantitative analysis of accommodation in the human lens using long-range OCT and machine learning.. Eye and vision (London, England). https://doi.org/10.1186/s40662-026-00517-w

Source records

pubmed · retrieved 2026-11-10T12:21:26.615Z