An expert-level vision-language model for multitask diagnostic morphology in clinical laboratories.

Liu H, Zhu Y, Li S, Pu Q, Yang L, Chen W, Hu J

DOI: 10.1038/s41746-026-02905-x
Published: 2026 Jun 22
Container: NPJ digital medicine
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/s41746-026-02905-x,
  title = {An expert-level vision-language model for multitask diagnostic morphology in clinical laboratories.},
  author = {Liu H and Zhu Y and Li S and Pu Q and Yang L and Chen W and Hu J},
  year = {2026},
  journal = {NPJ digital medicine},
  doi = {10.1038/s41746-026-02905-x},
  url = {https://doi.org/10.1038/s41746-026-02905-x}
}

RIS

TY  - JOUR
TI  - An expert-level vision-language model for multitask diagnostic morphology in clinical laboratories.
AU  - Liu H
AU  - Zhu Y
AU  - Li S
AU  - Pu Q
AU  - Yang L
AU  - Chen W
AU  - Hu J
PY  - 2026
JO  - NPJ digital medicine
DO  - 10.1038/s41746-026-02905-x
UR  - https://doi.org/10.1038/s41746-026-02905-x
ER  -

APA

H, L., Y, Z., S, L., Q, P., L, Y., W, C., & J, H. (2026). An expert-level vision-language model for multitask diagnostic morphology in clinical laboratories.. NPJ digital medicine. https://doi.org/10.1038/s41746-026-02905-x

Source records

pubmed · retrieved 2026-09-26T23:59:03.854Z