Evaluating large language models for clinical note processing: local fine-tuning and internal-external validation using electronic health records from South Asia.
- DOI
- 10.1186/s12911-026-03366-8
- Published
- 2026 Feb 25
- Container
- BMC medical informatics and decision making
- 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.
- cautionDOI resolves: No matching Crossref record was present in this response.
- 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.
- supportingOpen access status: Normalized open-access status: open.
- 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.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Cite this work
BibTeX
@article{allodium:10.1186/s12911-026-03366-8,
title = {Evaluating large language models for clinical note processing: local fine-tuning and internal-external validation using electronic health records from South Asia.},
author = {Hasheminasab SA and Jamil F and Afzal MU and Khan AH and Ilyas S and Noor A and Touseef A and Abbas S and Cheema HN and Shabbir MU and Hameed I and Ayub M and Masood H and Jafar A and Khan AM and Nazir MA and Jamil MA and Sultan F and Khalid S},
year = {2026},
journal = {BMC medical informatics and decision making},
doi = {10.1186/s12911-026-03366-8},
url = {https://doi.org/10.1186/s12911-026-03366-8}
}RIS
TY - JOUR TI - Evaluating large language models for clinical note processing: local fine-tuning and internal-external validation using electronic health records from South Asia. AU - Hasheminasab SA AU - Jamil F AU - Afzal MU AU - Khan AH AU - Ilyas S AU - Noor A AU - Touseef A AU - Abbas S AU - Cheema HN AU - Shabbir MU AU - Hameed I AU - Ayub M AU - Masood H AU - Jafar A AU - Khan AM AU - Nazir MA AU - Jamil MA AU - Sultan F AU - Khalid S PY - 2026 JO - BMC medical informatics and decision making DO - 10.1186/s12911-026-03366-8 UR - https://doi.org/10.1186/s12911-026-03366-8 ER -
APA
SA, H., F, J., MU, A., AH, K., S, I., A, N., A, T., S, A., HN, C., MU, S., I, H., M, A., H, M., A, J., AM, K., MA, N., MA, J., F, S., & S, K. (2026). Evaluating large language models for clinical note processing: local fine-tuning and internal-external validation using electronic health records from South Asia.. BMC medical informatics and decision making. https://doi.org/10.1186/s12911-026-03366-8
Source records
- pubmed · retrieved 2026-09-25T17:48:18.563Z