Label-free estimation of regulatory T cell activation markers using Raman spectroscopy with machine learning.

Azari-Pour A, Chamkalani A, Rangan S, MacDonald KN, Huynh M, Levings MK, Schulze HG, Piret JM, Gopaluni B

DOI: 10.1038/s41598-025-16002-8
Published: 2025 Nov 4
Container: Scientific reports
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:10.1038/s41598-025-16002-8,
  title = {Label-free estimation of regulatory T cell activation markers using Raman spectroscopy with machine learning.},
  author = {Azari-Pour A and Chamkalani A and Rangan S and MacDonald KN and Huynh M and Levings MK and Schulze HG and Piret JM and Gopaluni B},
  year = {2025},
  journal = {Scientific reports},
  doi = {10.1038/s41598-025-16002-8},
  url = {https://doi.org/10.1038/s41598-025-16002-8}
}

RIS

TY  - JOUR
TI  - Label-free estimation of regulatory T cell activation markers using Raman spectroscopy with machine learning.
AU  - Azari-Pour A
AU  - Chamkalani A
AU  - Rangan S
AU  - MacDonald KN
AU  - Huynh M
AU  - Levings MK
AU  - Schulze HG
AU  - Piret JM
AU  - Gopaluni B
PY  - 2025
JO  - Scientific reports
DO  - 10.1038/s41598-025-16002-8
UR  - https://doi.org/10.1038/s41598-025-16002-8
ER  -

APA

A, A., A, C., S, R., KN, M., M, H., MK, L., HG, S., JM, P., & B, G. (2025). Label-free estimation of regulatory T cell activation markers using Raman spectroscopy with machine learning.. Scientific reports. https://doi.org/10.1038/s41598-025-16002-8

Source records

pubmed · retrieved 2026-09-27T08:13:17.840Z