Divergent impacts of explainable AI for dermatological diagnosis on clinicians versus lay people.

Xu X', Hu H, Zhang H, Wang WK, Wang R, Soenksen LR, Badri O, Jafry S, Burger E, Nwandu L, Mehta A, Duhaime EP, Qasim A, Lin H, Pereira JK, Hershon J, Mui P, Gru AA, Elhadad N, Mamykina L, Groh M, Tschandl P, Daneshjou R, Ghassemi M

Open source

DOI: 10.1038/s41591-026-04553-w
Published: 2026 Aug
Container: Nature 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/s41591-026-04553-w,
  title = {Divergent impacts of explainable AI for dermatological diagnosis on clinicians versus lay people.},
  author = {Xu X' and Hu H and Zhang H and Wang WK and Wang R and Soenksen LR and Badri O and Jafry S and Burger E and Nwandu L and Mehta A and Duhaime EP and Qasim A and Lin H and Pereira JK and Hershon J and Mui P and Gru AA and Elhadad N and Mamykina L and Groh M and Tschandl P and Daneshjou R and Ghassemi M},
  year = {2026},
  journal = {Nature medicine},
  doi = {10.1038/s41591-026-04553-w},
  url = {https://doi.org/10.1038/s41591-026-04553-w}
}

RIS

TY  - JOUR
TI  - Divergent impacts of explainable AI for dermatological diagnosis on clinicians versus lay people.
AU  - Xu X'
AU  - Hu H
AU  - Zhang H
AU  - Wang WK
AU  - Wang R
AU  - Soenksen LR
AU  - Badri O
AU  - Jafry S
AU  - Burger E
AU  - Nwandu L
AU  - Mehta A
AU  - Duhaime EP
AU  - Qasim A
AU  - Lin H
AU  - Pereira JK
AU  - Hershon J
AU  - Mui P
AU  - Gru AA
AU  - Elhadad N
AU  - Mamykina L
AU  - Groh M
AU  - Tschandl P
AU  - Daneshjou R
AU  - Ghassemi M
PY  - 2026
JO  - Nature medicine
DO  - 10.1038/s41591-026-04553-w
UR  - https://doi.org/10.1038/s41591-026-04553-w
ER  -

APA

X', X., H, H., H, Z., WK, W., R, W., LR, S., O, B., S, J., E, B., L, N., A, M., EP, D., A, Q., H, L., JK, P., J, H., P, M., AA, G., N, E., L, M., M, G., P, T., R, D., & M, G. (2026). Divergent impacts of explainable AI for dermatological diagnosis on clinicians versus lay people.. Nature medicine. https://doi.org/10.1038/s41591-026-04553-w

Source records

pubmed · retrieved 2026-09-25T23:49:40.205Z