Reasoning beyond accuracy: expert evaluation of expressed diagnostic reasoning in large language model outputs for pathology

Asim Waqas, Ehsan Ullah, Asma Khan, Farah Khalil, Zarifa G. Ozturk, Vaibhav Chumbalkar, Daryoush Saeed-Vafa, Zena Jameel, Wei-Shen Chen, Humberto Trejo Bittar, Jasreman Dhillon, Rajendra S. Singh, Andrey Bychkov, Anil V. Parwani, Marilyn M. Bui, Matthew B. Schabath, Ghulam Rasool

Open source

DOI
10.1186/s13000-026-01809-4
Published
2026-07-29
Container
Diagnostic Pathology
Publisher
Springer Science and Business Media LLC
Open access
unknown

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BibTeX

@article{allodium:10.1186/s13000-026-01809-4,
  title = {Reasoning beyond accuracy: expert evaluation of expressed diagnostic reasoning in large language model outputs for pathology},
  author = {Asim Waqas and Ehsan Ullah and Asma Khan and Farah Khalil and Zarifa G. Ozturk and Vaibhav Chumbalkar and Daryoush Saeed-Vafa and Zena Jameel and Wei-Shen Chen and Humberto Trejo Bittar and Jasreman Dhillon and Rajendra S. Singh and Andrey Bychkov and Anil V. Parwani and Marilyn M. Bui and Matthew B. Schabath and Ghulam Rasool},
  year = {2026},
  journal = {Diagnostic Pathology},
  doi = {10.1186/s13000-026-01809-4},
  url = {https://doi.org/10.1186/s13000-026-01809-4}
}

RIS

TY  - JOUR
TI  - Reasoning beyond accuracy: expert evaluation of expressed diagnostic reasoning in large language model outputs for pathology
AU  - Asim Waqas
AU  - Ehsan Ullah
AU  - Asma Khan
AU  - Farah Khalil
AU  - Zarifa G. Ozturk
AU  - Vaibhav Chumbalkar
AU  - Daryoush Saeed-Vafa
AU  - Zena Jameel
AU  - Wei-Shen Chen
AU  - Humberto Trejo Bittar
AU  - Jasreman Dhillon
AU  - Rajendra S. Singh
AU  - Andrey Bychkov
AU  - Anil V. Parwani
AU  - Marilyn M. Bui
AU  - Matthew B. Schabath
AU  - Ghulam Rasool
PY  - 2026
JO  - Diagnostic Pathology
DO  - 10.1186/s13000-026-01809-4
UR  - https://doi.org/10.1186/s13000-026-01809-4
ER  - 

APA

Waqas, A., Ullah, E., Khan, A., Khalil, F., Ozturk, Z. G., Chumbalkar, V., Saeed-Vafa, D., Jameel, Z., Chen, W., Bittar, H. T., Dhillon, J., Singh, R. S., Bychkov, A., Parwani, A. V., Bui, M. M., Schabath, M. B., & Rasool, G. (2026). Reasoning beyond accuracy: expert evaluation of expressed diagnostic reasoning in large language model outputs for pathology. Diagnostic Pathology. https://doi.org/10.1186/s13000-026-01809-4

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