Towards generalizable AI in medicine via Generalist-Specialist Collaboration.

He S, Nie Y, Wang H, Yang S, Wang Y, Cai Z, Chen Z, Xu Y, Wu L, Cheng NS, Luo L, Xiang H, Lin X, Wu M, Peng Y, Shih G, Xu Z, Wu X, Wang Q, Chan RCK, Vardhanabhuti V, Duan X, Chu WCW, Zheng Y, Rajpurkar P, Zhang K, Chen H

Open source

DOI: 10.1038/s41551-026-01653-3
Published: 2026 May 1
Container: Nature biomedical engineering
Publisher: Not recorded
Open access: unknown

Credibility signals

limited evidence Score 43/100 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
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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/s41551-026-01653-3,
  title = {Towards generalizable AI in medicine via Generalist-Specialist Collaboration.},
  author = {He S and Nie Y and Wang H and Yang S and Wang Y and Cai Z and Chen Z and Xu Y and Wu L and Cheng NS and Luo L and Xiang H and Lin X and Wu M and Peng Y and Shih G and Xu Z and Wu X and Wang Q and Chan RCK and Vardhanabhuti V and Duan X and Chu WCW and Zheng Y and Rajpurkar P and Zhang K and Chen H},
  year = {2026},
  journal = {Nature biomedical engineering},
  doi = {10.1038/s41551-026-01653-3},
  url = {https://doi.org/10.1038/s41551-026-01653-3}
}

RIS

TY  - JOUR
TI  - Towards generalizable AI in medicine via Generalist-Specialist Collaboration.
AU  - He S
AU  - Nie Y
AU  - Wang H
AU  - Yang S
AU  - Wang Y
AU  - Cai Z
AU  - Chen Z
AU  - Xu Y
AU  - Wu L
AU  - Cheng NS
AU  - Luo L
AU  - Xiang H
AU  - Lin X
AU  - Wu M
AU  - Peng Y
AU  - Shih G
AU  - Xu Z
AU  - Wu X
AU  - Wang Q
AU  - Chan RCK
AU  - Vardhanabhuti V
AU  - Duan X
AU  - Chu WCW
AU  - Zheng Y
AU  - Rajpurkar P
AU  - Zhang K
AU  - Chen H
PY  - 2026
JO  - Nature biomedical engineering
DO  - 10.1038/s41551-026-01653-3
UR  - https://doi.org/10.1038/s41551-026-01653-3
ER  -

APA

S, H., Y, N., H, W., S, Y., Y, W., Z, C., Z, C., Y, X., L, W., NS, C., L, L., H, X., X, L., M, W., Y, P., G, S., Z, X., X, W., Q, W., RCK, C., V, V., X, D., WCW, C., Y, Z., P, R., K, Z., & H, C. (2026). Towards generalizable AI in medicine via Generalist-Specialist Collaboration.. Nature biomedical engineering. https://doi.org/10.1038/s41551-026-01653-3

Source records

pubmed · retrieved 2026-09-25T19:29:45.387Z