Seeing through experts' eyes: a foundational vision-language model trained on radiologists' gaze and reasoning
- DOI
- 10.1038/s44387-026-00136-9
- Published
- 2026-07-13
- Container
- npj Artificial Intelligence
- Publisher
- Springer Science and Business Media LLC
- Open access
- unknown
Credibility signals
uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.
Show all credibility signals
- supportingDOI registered: A matching record was returned by Crossref.
- supportingDOI resolves: A matching record was returned by Crossref.
- 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.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- 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.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- supportingMetadata completeness: All 6 scored descriptive metadata groups are present.
Cite this work
BibTeX
@article{allodium:10.1038/s44387-026-00136-9,
title = {Seeing through experts' eyes: a foundational vision-language model trained on radiologists' gaze and reasoning},
author = {Kinhei Lee and Peiyuan Jing and Zhenxuan Zhang and Yue Yang and Tao Wang and Dominic C. Marshall and Yingying Fang and Guang Yang},
year = {2026},
journal = {npj Artificial Intelligence},
doi = {10.1038/s44387-026-00136-9},
url = {https://doi.org/10.1038/s44387-026-00136-9}
}RIS
TY - JOUR TI - Seeing through experts' eyes: a foundational vision-language model trained on radiologists' gaze and reasoning AU - Kinhei Lee AU - Peiyuan Jing AU - Zhenxuan Zhang AU - Yue Yang AU - Tao Wang AU - Dominic C. Marshall AU - Yingying Fang AU - Guang Yang PY - 2026 JO - npj Artificial Intelligence DO - 10.1038/s44387-026-00136-9 UR - https://doi.org/10.1038/s44387-026-00136-9 ER -
APA
Lee, K., Jing, P., Zhang, Z., Yang, Y., Wang, T., Marshall, D. C., Fang, Y., & Yang, G. (2026). Seeing through experts' eyes: a foundational vision-language model trained on radiologists' gaze and reasoning. npj Artificial Intelligence. https://doi.org/10.1038/s44387-026-00136-9
Source records
- crossref · retrieved 2026-11-08T01:57:59.482Z